In [107]:
from matplotlib import pyplot as plt
import networkx as nx
import pandas as pd
import numpy as np
In [108]:
df = pd.read_csv('CS143_project.csv')
df.rename(columns={'Cause of death or injury': 'cause', 'Risk factor': 'risk'}, inplace=True)
df
Out[108]:
ID cause risk
0 0 Colon and rectum cancer Diet low in milk
1 1 Peripheral artery disease High fasting plasma glucose
2 2 Hypertensive heart disease Lead exposure
3 3 Rheumatic heart disease High systolic blood pressure
4 4 Larynx cancer Occupational carcinogens
5 5 Colon and rectum cancer Diet low in calcium
6 6 Ovarian cancer High fasting plasma glucose
7 7 Other cardiovascular and circulatory diseases High systolic blood pressure
8 8 Atrial fibrillation and flutter Lead exposure
9 9 Chronic kidney disease High fasting plasma glucose
10 10 Hypertensive heart disease High systolic blood pressure
11 11 Liver cancer Alcohol use
12 12 Hypertensive heart disease Diet high in sugar-sweetened beverages
13 13 Aortic aneurysm Smoking
14 14 Peripheral artery disease Lead exposure
15 15 Uterine cancer High body-mass index
16 16 Chronic kidney disease High body-mass index
17 17 Uterine cancer Diet high in sugar-sweetened beverages
18 18 Stomach cancer Smoking
19 19 Ischemic heart disease Diet low in vegetables
20 20 Diabetes mellitus Diet low in fruits
21 21 Cerebrovascular disease High systolic blood pressure
22 22 Ischemic heart disease Diet high in sugar-sweetened beverages
23 23 Cirrhosis and other chronic liver diseases due... Drug use
24 24 Cardiomyopathy and myocarditis Lead exposure
25 25 Cerebrovascular disease Smoking
26 26 Nasopharynx cancer Alcohol use
27 27 Aortic aneurysm Diet high in sodium
28 28 Ischemic heart disease Household air pollution from solid fuels
29 29 Esophageal cancer Alcohol use
... ... ... ...
183 183 Pancreatic cancer Smoking
184 184 Breast cancer Occupational carcinogens
185 185 Other chronic respiratory diseases Smoking
186 186 Tracheal, bronchus, and lung cancer Diet low in fruits
187 187 Ischemic heart disease High total cholesterol
188 188 Cerebrovascular disease Alcohol use
189 189 Asthma Smoking
190 190 Multiple myeloma Diet high in sugar-sweetened beverages
191 191 Kidney cancer High body-mass index
192 192 Cerebrovascular disease Ambient particulate matter pollution
193 193 Ischemic heart disease Diet low in whole grains
194 194 Other cardiovascular and circulatory diseases Smoking
195 195 Peripheral artery disease High systolic blood pressure
196 196 Atrial fibrillation and flutter Diet high in sodium
197 197 Ischemic heart disease Lead exposure
198 198 Cerebrovascular disease Household air pollution from solid fuels
199 199 Cervical cancer Smoking
200 200 Atrial fibrillation and flutter Alcohol use
201 201 Asthma Diet high in sugar-sweetened beverages
202 202 Nasopharynx cancer Occupational carcinogens
203 203 Ischemic heart disease Ambient particulate matter pollution
204 204 Ischemic heart disease Impaired kidney function
205 205 Diabetes mellitus Diet low in nuts and seeds
206 206 Cerebrovascular disease Diet low in whole grains
207 207 Ischemic heart disease Occupational carcinogens
208 208 Ischemic heart disease Diet low in legumes
209 209 Ischemic heart disease Diet high in sodium
210 210 Tracheal, bronchus, and lung cancer Household air pollution from solid fuels
211 211 Tracheal, bronchus, and lung cancer Residential radon
212 212 Tracheal, bronchus, and lung cancer Occupational carcinogens

213 rows × 3 columns

In [109]:
df = df.sort_values('risk')
In [110]:
nodes_risk = df['risk'].values.tolist()
nodes_cause = df['cause'].values.tolist()
nodes_match = [list(a) for a in zip(nodes_risk,nodes_cause)]
In [111]:
nodes_match
Out[111]:
[['Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Alcohol use', 'Nasopharynx cancer'],
 ['Alcohol use', 'Lip and oral cavity cancer'],
 ['Alcohol use', 'Diabetes mellitus'],
 ['Alcohol use', 'Esophageal cancer'],
 ['Alcohol use', 'Larynx cancer'],
 ['Alcohol use', 'Hypertensive heart disease'],
 ['Alcohol use', 'Ischemic heart disease'],
 ['Alcohol use', 'Breast cancer'],
 ['Alcohol use', 'Other pharynx cancer'],
 ['Alcohol use', 'Colon and rectum cancer'],
 ['Alcohol use', 'Liver cancer'],
 ['Alcohol use', 'Atrial fibrillation and flutter'],
 ['Alcohol use', 'Tuberculosis'],
 ['Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Alcohol use', 'Cerebrovascular disease'],
 ['Ambient ozone pollution', 'Chronic obstructive pulmonary disease'],
 ['Ambient particulate matter pollution', 'Cerebrovascular disease'],
 ['Ambient particulate matter pollution',
  'Tracheal, bronchus, and lung cancer'],
 ['Ambient particulate matter pollution',
  'Chronic obstructive pulmonary disease'],
 ['Ambient particulate matter pollution', 'Ischemic heart disease'],
 ['Child growth failure', 'Protein-energy malnutrition'],
 ['Diet high in processed meat', 'Colon and rectum cancer'],
 ['Diet high in processed meat', 'Ischemic heart disease'],
 ['Diet high in processed meat', 'Diabetes mellitus'],
 ['Diet high in red meat', 'Diabetes mellitus'],
 ['Diet high in red meat', 'Colon and rectum cancer'],
 ['Diet high in sodium', 'Stomach cancer'],
 ['Diet high in sodium', 'Ischemic heart disease'],
 ['Diet high in sodium', 'Cardiomyopathy and myocarditis'],
 ['Diet high in sodium', 'Rheumatic heart disease'],
 ['Diet high in sodium', 'Atrial fibrillation and flutter'],
 ['Diet high in sodium', 'Endocarditis'],
 ['Diet high in sodium', 'Chronic kidney disease'],
 ['Diet high in sodium', 'Cerebrovascular disease'],
 ['Diet high in sodium', 'Peripheral artery disease'],
 ['Diet high in sodium', 'Aortic aneurysm'],
 ['Diet high in sodium', 'Other cardiovascular and circulatory diseases'],
 ['Diet high in sodium', 'Hypertensive heart disease'],
 ['Diet high in sugar-sweetened beverages', 'Liver cancer'],
 ['Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'],
 ['Diet high in sugar-sweetened beverages', 'Kidney cancer'],
 ['Diet high in sugar-sweetened beverages', 'Thyroid cancer'],
 ['Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'],
 ['Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'],
 ['Diet high in sugar-sweetened beverages', 'Ovarian cancer'],
 ['Diet high in sugar-sweetened beverages', 'Asthma'],
 ['Diet high in sugar-sweetened beverages', 'Multiple myeloma'],
 ['Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'],
 ['Diet high in sugar-sweetened beverages', 'Uterine cancer'],
 ['Diet high in sugar-sweetened beverages', 'Pancreatic cancer'],
 ['Diet high in sugar-sweetened beverages', 'Ischemic heart disease'],
 ['Diet high in sugar-sweetened beverages',
  'Gallbladder and biliary tract cancer'],
 ['Diet high in sugar-sweetened beverages', 'Diabetes mellitus'],
 ['Diet high in sugar-sweetened beverages', 'Chronic kidney disease'],
 ['Diet high in sugar-sweetened beverages', 'Leukemia'],
 ['Diet high in sugar-sweetened beverages', 'Breast cancer'],
 ['Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'],
 ['Diet high in sugar-sweetened beverages', 'Esophageal cancer'],
 ['Diet high in trans fatty acids', 'Ischemic heart disease'],
 ['Diet low in calcium', 'Colon and rectum cancer'],
 ['Diet low in fiber', 'Ischemic heart disease'],
 ['Diet low in fiber', 'Colon and rectum cancer'],
 ['Diet low in fruits', 'Esophageal cancer'],
 ['Diet low in fruits', 'Nasopharynx cancer'],
 ['Diet low in fruits', 'Diabetes mellitus'],
 ['Diet low in fruits', 'Cerebrovascular disease'],
 ['Diet low in fruits', 'Larynx cancer'],
 ['Diet low in fruits', 'Other pharynx cancer'],
 ['Diet low in fruits', 'Lip and oral cavity cancer'],
 ['Diet low in fruits', 'Tracheal, bronchus, and lung cancer'],
 ['Diet low in fruits', 'Ischemic heart disease'],
 ['Diet low in legumes', 'Ischemic heart disease'],
 ['Diet low in milk', 'Colon and rectum cancer'],
 ['Diet low in nuts and seeds', 'Ischemic heart disease'],
 ['Diet low in nuts and seeds', 'Diabetes mellitus'],
 ['Diet low in polyunsaturated fatty acids', 'Ischemic heart disease'],
 ['Diet low in seafood omega-3 fatty acids', 'Ischemic heart disease'],
 ['Diet low in vegetables', 'Cerebrovascular disease'],
 ['Diet low in vegetables', 'Ischemic heart disease'],
 ['Diet low in whole grains', 'Ischemic heart disease'],
 ['Diet low in whole grains', 'Diabetes mellitus'],
 ['Diet low in whole grains', 'Cerebrovascular disease'],
 ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'],
 ['Drug use', 'Liver cancer'],
 ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['Drug use', 'HIV/AIDS'],
 ['High body-mass index', 'Thyroid cancer'],
 ['High body-mass index', 'Multiple myeloma'],
 ['High body-mass index', 'Pancreatic cancer'],
 ['High body-mass index', 'Asthma'],
 ['High body-mass index', 'Liver cancer'],
 ['High body-mass index', 'Leukemia'],
 ['High body-mass index', 'Non-Hodgkin lymphoma'],
 ['High body-mass index', 'Ovarian cancer'],
 ['High body-mass index', 'Diabetes mellitus'],
 ['High body-mass index', 'Esophageal cancer'],
 ['High body-mass index', 'Hypertensive heart disease'],
 ['High body-mass index', 'Gallbladder and biliary tract cancer'],
 ['High body-mass index', 'Atrial fibrillation and flutter'],
 ['High body-mass index', 'Ischemic heart disease'],
 ['High body-mass index', 'Chronic kidney disease'],
 ['High body-mass index', 'Uterine cancer'],
 ['High body-mass index', 'Colon and rectum cancer'],
 ['High body-mass index', 'Cerebrovascular disease'],
 ['High body-mass index', 'Kidney cancer'],
 ['High body-mass index', 'Breast cancer'],
 ['High fasting plasma glucose', 'Peripheral artery disease'],
 ['High fasting plasma glucose', 'Cerebrovascular disease'],
 ['High fasting plasma glucose', 'Ovarian cancer'],
 ['High fasting plasma glucose', 'Chronic kidney disease'],
 ['High fasting plasma glucose', 'Breast cancer'],
 ['High fasting plasma glucose', 'Ischemic heart disease'],
 ['High fasting plasma glucose', 'Bladder cancer'],
 ['High fasting plasma glucose', 'Pancreatic cancer'],
 ['High fasting plasma glucose', 'Tracheal, bronchus, and lung cancer'],
 ['High fasting plasma glucose', 'Diabetes mellitus'],
 ['High fasting plasma glucose', 'Liver cancer'],
 ['High fasting plasma glucose', 'Colon and rectum cancer'],
 ['High fasting plasma glucose', 'Tuberculosis'],
 ['High systolic blood pressure',
  'Other cardiovascular and circulatory diseases'],
 ['High systolic blood pressure', 'Cardiomyopathy and myocarditis'],
 ['High systolic blood pressure', 'Cerebrovascular disease'],
 ['High systolic blood pressure', 'Atrial fibrillation and flutter'],
 ['High systolic blood pressure', 'Hypertensive heart disease'],
 ['High systolic blood pressure', 'Chronic kidney disease'],
 ['High systolic blood pressure', 'Ischemic heart disease'],
 ['High systolic blood pressure', 'Peripheral artery disease'],
 ['High systolic blood pressure', 'Rheumatic heart disease'],
 ['High systolic blood pressure', 'Aortic aneurysm'],
 ['High systolic blood pressure', 'Endocarditis'],
 ['High total cholesterol', 'Cerebrovascular disease'],
 ['High total cholesterol', 'Ischemic heart disease'],
 ['Household air pollution from solid fuels',
  'Chronic obstructive pulmonary disease'],
 ['Household air pollution from solid fuels', 'Ischemic heart disease'],
 ['Household air pollution from solid fuels',
  'Tracheal, bronchus, and lung cancer'],
 ['Household air pollution from solid fuels', 'Cerebrovascular disease'],
 ['Impaired kidney function', 'Ischemic heart disease'],
 ['Impaired kidney function', 'Peripheral artery disease'],
 ['Impaired kidney function', 'Chronic kidney disease'],
 ['Impaired kidney function', 'Cerebrovascular disease'],
 ['Intimate partner violence', 'HIV/AIDS'],
 ['Iron deficiency', 'Iron-deficiency anemia'],
 ['Lead exposure', 'Chronic kidney disease'],
 ['Lead exposure', 'Atrial fibrillation and flutter'],
 ['Lead exposure', 'Rheumatic heart disease'],
 ['Lead exposure', 'Cardiomyopathy and myocarditis'],
 ['Lead exposure', 'Aortic aneurysm'],
 ['Lead exposure', 'Ischemic heart disease'],
 ['Lead exposure', 'Cerebrovascular disease'],
 ['Lead exposure', 'Peripheral artery disease'],
 ['Lead exposure', 'Hypertensive heart disease'],
 ['Lead exposure', 'Endocarditis'],
 ['Lead exposure', 'Other cardiovascular and circulatory diseases'],
 ['Low birth weight and short gestation', 'Sudden infant death syndrome'],
 ['Low physical activity', 'Colon and rectum cancer'],
 ['Low physical activity', 'Ischemic heart disease'],
 ['Low physical activity', 'Breast cancer'],
 ['Low physical activity', 'Diabetes mellitus'],
 ['Low physical activity', 'Cerebrovascular disease'],
 ['Occupational asthmagens', 'Asthma'],
 ['Occupational carcinogens', 'Leukemia'],
 ['Occupational carcinogens', 'Pneumoconiosis'],
 ['Occupational carcinogens', 'Ovarian cancer'],
 ['Occupational carcinogens', 'Mesothelioma'],
 ['Occupational carcinogens', 'Larynx cancer'],
 ['Occupational carcinogens', 'Chronic obstructive pulmonary disease'],
 ['Occupational carcinogens', 'Cerebrovascular disease'],
 ['Occupational carcinogens', 'Nasopharynx cancer'],
 ['Occupational carcinogens', 'Diabetes mellitus'],
 ['Occupational carcinogens', 'Kidney cancer'],
 ['Occupational carcinogens', 'Ischemic heart disease'],
 ['Occupational carcinogens', 'Breast cancer'],
 ['Occupational carcinogens', 'Tracheal, bronchus, and lung cancer'],
 ['Occupational particulate matter, gases, and fumes',
  'Chronic obstructive pulmonary disease'],
 ['Occupational particulate matter, gases, and fumes', 'Pneumoconiosis'],
 ['Residential radon', 'Tracheal, bronchus, and lung cancer'],
 ['Secondhand smoke', 'Cerebrovascular disease'],
 ['Secondhand smoke', 'Ischemic heart disease'],
 ['Secondhand smoke', 'Chronic obstructive pulmonary disease'],
 ['Secondhand smoke', 'Diabetes mellitus'],
 ['Secondhand smoke', 'Tracheal, bronchus, and lung cancer'],
 ['Secondhand smoke', 'Breast cancer'],
 ['Smoking', 'Bladder cancer'],
 ['Smoking', 'Leukemia'],
 ['Smoking', 'Cervical cancer'],
 ['Smoking', 'Breast cancer'],
 ['Smoking', 'Tracheal, bronchus, and lung cancer'],
 ['Smoking', 'Prostate cancer'],
 ['Smoking', 'Larynx cancer'],
 ['Smoking', 'Peripheral artery disease'],
 ['Smoking', 'Colon and rectum cancer'],
 ['Smoking', 'Ischemic heart disease'],
 ['Smoking', 'Hypertensive heart disease'],
 ['Smoking', 'Liver cancer'],
 ['Smoking', 'Chronic obstructive pulmonary disease'],
 ['Smoking', 'Lip and oral cavity cancer'],
 ['Smoking', 'Other cardiovascular and circulatory diseases'],
 ['Smoking', 'Atrial fibrillation and flutter'],
 ['Smoking', 'Rheumatoid arthritis'],
 ['Smoking', 'Asthma'],
 ['Smoking', 'Nasopharynx cancer'],
 ['Smoking', 'Diabetes mellitus'],
 ['Smoking', 'Aortic aneurysm'],
 ['Smoking', 'Other chronic respiratory diseases'],
 ['Smoking', 'Cerebrovascular disease'],
 ['Smoking', 'Pancreatic cancer'],
 ['Smoking', 'Tuberculosis'],
 ['Smoking', 'Stomach cancer'],
 ['Smoking', 'Esophageal cancer'],
 ['Smoking', 'Kidney cancer'],
 ['Unsafe sex', 'Cervical cancer'],
 ['Unsafe sex', 'HIV/AIDS']]
In [112]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]

# Prints: [8.0, 6.0]
print "Current size:", fig_size

# Set figure width to 12 and height to 9
fig_size[0] = 20
fig_size[1] = 50
plt.rcParams["figure.figsize"] = fig_size
Current size: [50.0, 50.0]
In [113]:
B = nx.Graph()
B.add_nodes_from(nodes_risk, bipartite=0) # Add the node attribute "bipartite"
B.add_nodes_from(nodes_cause, bipartite=1)
B.add_edges_from(nodes_match)


# Separate by group
l, r = nx.bipartite.sets(B)
pos = {}

# Update position for node from each group
pos.update((node, (1, index)) for index, node in enumerate(l))
pos.update((node, (2, index)) for index, node in enumerate(r))


nx.draw_networkx(B, pos=pos)
plt.show()
In [114]:
grp_risk = df.groupby('risk').count()
In [115]:
headers = grp_risk.dtypes.index
In [116]:
grp_risk = grp_risk.drop('ID', axis=1)
In [117]:
nx.bipartite.maximum_matching(B)
Out[117]:
{'Alcohol use': 'Cirrhosis and other chronic liver diseases due to alcohol use',
 'Ambient particulate matter pollution': 'Chronic obstructive pulmonary disease',
 'Asthma': 'Occupational asthmagens',
 'Atrial fibrillation and flutter': 'Lead exposure',
 'Bladder cancer': 'Smoking',
 'Breast cancer': 'Secondhand smoke',
 'Cerebrovascular disease': 'Household air pollution from solid fuels',
 'Cervical cancer': 'Unsafe sex',
 'Child growth failure': 'Protein-energy malnutrition',
 'Chronic kidney disease': 'Diet high in sugar-sweetened beverages',
 'Chronic obstructive pulmonary disease': 'Ambient particulate matter pollution',
 'Cirrhosis and other chronic liver diseases due to alcohol use': 'Alcohol use',
 'Colon and rectum cancer': 'Diet low in fiber',
 'Diabetes mellitus': 'Low physical activity',
 'Diet high in sodium': 'Other cardiovascular and circulatory diseases',
 'Diet high in sugar-sweetened beverages': 'Chronic kidney disease',
 'Diet low in fiber': 'Colon and rectum cancer',
 'Diet low in fruits': 'Larynx cancer',
 'Diet low in seafood omega-3 fatty acids': 'Ischemic heart disease',
 'Drug use': 'Liver cancer',
 'HIV/AIDS': 'Intimate partner violence',
 'High body-mass index': 'Thyroid cancer',
 'High fasting plasma glucose': 'Ovarian cancer',
 'High systolic blood pressure': 'Rheumatic heart disease',
 'Household air pollution from solid fuels': 'Cerebrovascular disease',
 'Impaired kidney function': 'Peripheral artery disease',
 'Intimate partner violence': 'HIV/AIDS',
 'Iron deficiency': 'Iron-deficiency anemia',
 'Iron-deficiency anemia': 'Iron deficiency',
 'Ischemic heart disease': 'Diet low in seafood omega-3 fatty acids',
 'Larynx cancer': 'Diet low in fruits',
 'Lead exposure': 'Atrial fibrillation and flutter',
 'Liver cancer': 'Drug use',
 'Low birth weight and short gestation': 'Sudden infant death syndrome',
 'Low physical activity': 'Diabetes mellitus',
 'Nasopharynx cancer': 'Occupational carcinogens',
 'Occupational asthmagens': 'Asthma',
 'Occupational carcinogens': 'Nasopharynx cancer',
 'Occupational particulate matter, gases, and fumes': 'Pneumoconiosis',
 'Other cardiovascular and circulatory diseases': 'Diet high in sodium',
 'Ovarian cancer': 'High fasting plasma glucose',
 'Peripheral artery disease': 'Impaired kidney function',
 'Pneumoconiosis': 'Occupational particulate matter, gases, and fumes',
 'Protein-energy malnutrition': 'Child growth failure',
 'Residential radon': 'Tracheal, bronchus, and lung cancer',
 'Rheumatic heart disease': 'High systolic blood pressure',
 'Secondhand smoke': 'Breast cancer',
 'Smoking': 'Bladder cancer',
 'Sudden infant death syndrome': 'Low birth weight and short gestation',
 'Thyroid cancer': 'High body-mass index',
 'Tracheal, bronchus, and lung cancer': 'Residential radon',
 'Unsafe sex': 'Cervical cancer'}
In [118]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]

# Prints: [8.0, 6.0]
print "Current size:", fig_size

# Set figure width to 12 and height to 9
fig_size[0] = 8
fig_size[1] = 12
plt.rcParams["figure.figsize"] = fig_size
Current size: [20.0, 50.0]
In [119]:
nodes_match
Out[119]:
[['Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Alcohol use', 'Nasopharynx cancer'],
 ['Alcohol use', 'Lip and oral cavity cancer'],
 ['Alcohol use', 'Diabetes mellitus'],
 ['Alcohol use', 'Esophageal cancer'],
 ['Alcohol use', 'Larynx cancer'],
 ['Alcohol use', 'Hypertensive heart disease'],
 ['Alcohol use', 'Ischemic heart disease'],
 ['Alcohol use', 'Breast cancer'],
 ['Alcohol use', 'Other pharynx cancer'],
 ['Alcohol use', 'Colon and rectum cancer'],
 ['Alcohol use', 'Liver cancer'],
 ['Alcohol use', 'Atrial fibrillation and flutter'],
 ['Alcohol use', 'Tuberculosis'],
 ['Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Alcohol use', 'Cerebrovascular disease'],
 ['Ambient ozone pollution', 'Chronic obstructive pulmonary disease'],
 ['Ambient particulate matter pollution', 'Cerebrovascular disease'],
 ['Ambient particulate matter pollution',
  'Tracheal, bronchus, and lung cancer'],
 ['Ambient particulate matter pollution',
  'Chronic obstructive pulmonary disease'],
 ['Ambient particulate matter pollution', 'Ischemic heart disease'],
 ['Child growth failure', 'Protein-energy malnutrition'],
 ['Diet high in processed meat', 'Colon and rectum cancer'],
 ['Diet high in processed meat', 'Ischemic heart disease'],
 ['Diet high in processed meat', 'Diabetes mellitus'],
 ['Diet high in red meat', 'Diabetes mellitus'],
 ['Diet high in red meat', 'Colon and rectum cancer'],
 ['Diet high in sodium', 'Stomach cancer'],
 ['Diet high in sodium', 'Ischemic heart disease'],
 ['Diet high in sodium', 'Cardiomyopathy and myocarditis'],
 ['Diet high in sodium', 'Rheumatic heart disease'],
 ['Diet high in sodium', 'Atrial fibrillation and flutter'],
 ['Diet high in sodium', 'Endocarditis'],
 ['Diet high in sodium', 'Chronic kidney disease'],
 ['Diet high in sodium', 'Cerebrovascular disease'],
 ['Diet high in sodium', 'Peripheral artery disease'],
 ['Diet high in sodium', 'Aortic aneurysm'],
 ['Diet high in sodium', 'Other cardiovascular and circulatory diseases'],
 ['Diet high in sodium', 'Hypertensive heart disease'],
 ['Diet high in sugar-sweetened beverages', 'Liver cancer'],
 ['Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'],
 ['Diet high in sugar-sweetened beverages', 'Kidney cancer'],
 ['Diet high in sugar-sweetened beverages', 'Thyroid cancer'],
 ['Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'],
 ['Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'],
 ['Diet high in sugar-sweetened beverages', 'Ovarian cancer'],
 ['Diet high in sugar-sweetened beverages', 'Asthma'],
 ['Diet high in sugar-sweetened beverages', 'Multiple myeloma'],
 ['Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'],
 ['Diet high in sugar-sweetened beverages', 'Uterine cancer'],
 ['Diet high in sugar-sweetened beverages', 'Pancreatic cancer'],
 ['Diet high in sugar-sweetened beverages', 'Ischemic heart disease'],
 ['Diet high in sugar-sweetened beverages',
  'Gallbladder and biliary tract cancer'],
 ['Diet high in sugar-sweetened beverages', 'Diabetes mellitus'],
 ['Diet high in sugar-sweetened beverages', 'Chronic kidney disease'],
 ['Diet high in sugar-sweetened beverages', 'Leukemia'],
 ['Diet high in sugar-sweetened beverages', 'Breast cancer'],
 ['Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'],
 ['Diet high in sugar-sweetened beverages', 'Esophageal cancer'],
 ['Diet high in trans fatty acids', 'Ischemic heart disease'],
 ['Diet low in calcium', 'Colon and rectum cancer'],
 ['Diet low in fiber', 'Ischemic heart disease'],
 ['Diet low in fiber', 'Colon and rectum cancer'],
 ['Diet low in fruits', 'Esophageal cancer'],
 ['Diet low in fruits', 'Nasopharynx cancer'],
 ['Diet low in fruits', 'Diabetes mellitus'],
 ['Diet low in fruits', 'Cerebrovascular disease'],
 ['Diet low in fruits', 'Larynx cancer'],
 ['Diet low in fruits', 'Other pharynx cancer'],
 ['Diet low in fruits', 'Lip and oral cavity cancer'],
 ['Diet low in fruits', 'Tracheal, bronchus, and lung cancer'],
 ['Diet low in fruits', 'Ischemic heart disease'],
 ['Diet low in legumes', 'Ischemic heart disease'],
 ['Diet low in milk', 'Colon and rectum cancer'],
 ['Diet low in nuts and seeds', 'Ischemic heart disease'],
 ['Diet low in nuts and seeds', 'Diabetes mellitus'],
 ['Diet low in polyunsaturated fatty acids', 'Ischemic heart disease'],
 ['Diet low in seafood omega-3 fatty acids', 'Ischemic heart disease'],
 ['Diet low in vegetables', 'Cerebrovascular disease'],
 ['Diet low in vegetables', 'Ischemic heart disease'],
 ['Diet low in whole grains', 'Ischemic heart disease'],
 ['Diet low in whole grains', 'Diabetes mellitus'],
 ['Diet low in whole grains', 'Cerebrovascular disease'],
 ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'],
 ['Drug use', 'Liver cancer'],
 ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['Drug use', 'HIV/AIDS'],
 ['High body-mass index', 'Thyroid cancer'],
 ['High body-mass index', 'Multiple myeloma'],
 ['High body-mass index', 'Pancreatic cancer'],
 ['High body-mass index', 'Asthma'],
 ['High body-mass index', 'Liver cancer'],
 ['High body-mass index', 'Leukemia'],
 ['High body-mass index', 'Non-Hodgkin lymphoma'],
 ['High body-mass index', 'Ovarian cancer'],
 ['High body-mass index', 'Diabetes mellitus'],
 ['High body-mass index', 'Esophageal cancer'],
 ['High body-mass index', 'Hypertensive heart disease'],
 ['High body-mass index', 'Gallbladder and biliary tract cancer'],
 ['High body-mass index', 'Atrial fibrillation and flutter'],
 ['High body-mass index', 'Ischemic heart disease'],
 ['High body-mass index', 'Chronic kidney disease'],
 ['High body-mass index', 'Uterine cancer'],
 ['High body-mass index', 'Colon and rectum cancer'],
 ['High body-mass index', 'Cerebrovascular disease'],
 ['High body-mass index', 'Kidney cancer'],
 ['High body-mass index', 'Breast cancer'],
 ['High fasting plasma glucose', 'Peripheral artery disease'],
 ['High fasting plasma glucose', 'Cerebrovascular disease'],
 ['High fasting plasma glucose', 'Ovarian cancer'],
 ['High fasting plasma glucose', 'Chronic kidney disease'],
 ['High fasting plasma glucose', 'Breast cancer'],
 ['High fasting plasma glucose', 'Ischemic heart disease'],
 ['High fasting plasma glucose', 'Bladder cancer'],
 ['High fasting plasma glucose', 'Pancreatic cancer'],
 ['High fasting plasma glucose', 'Tracheal, bronchus, and lung cancer'],
 ['High fasting plasma glucose', 'Diabetes mellitus'],
 ['High fasting plasma glucose', 'Liver cancer'],
 ['High fasting plasma glucose', 'Colon and rectum cancer'],
 ['High fasting plasma glucose', 'Tuberculosis'],
 ['High systolic blood pressure',
  'Other cardiovascular and circulatory diseases'],
 ['High systolic blood pressure', 'Cardiomyopathy and myocarditis'],
 ['High systolic blood pressure', 'Cerebrovascular disease'],
 ['High systolic blood pressure', 'Atrial fibrillation and flutter'],
 ['High systolic blood pressure', 'Hypertensive heart disease'],
 ['High systolic blood pressure', 'Chronic kidney disease'],
 ['High systolic blood pressure', 'Ischemic heart disease'],
 ['High systolic blood pressure', 'Peripheral artery disease'],
 ['High systolic blood pressure', 'Rheumatic heart disease'],
 ['High systolic blood pressure', 'Aortic aneurysm'],
 ['High systolic blood pressure', 'Endocarditis'],
 ['High total cholesterol', 'Cerebrovascular disease'],
 ['High total cholesterol', 'Ischemic heart disease'],
 ['Household air pollution from solid fuels',
  'Chronic obstructive pulmonary disease'],
 ['Household air pollution from solid fuels', 'Ischemic heart disease'],
 ['Household air pollution from solid fuels',
  'Tracheal, bronchus, and lung cancer'],
 ['Household air pollution from solid fuels', 'Cerebrovascular disease'],
 ['Impaired kidney function', 'Ischemic heart disease'],
 ['Impaired kidney function', 'Peripheral artery disease'],
 ['Impaired kidney function', 'Chronic kidney disease'],
 ['Impaired kidney function', 'Cerebrovascular disease'],
 ['Intimate partner violence', 'HIV/AIDS'],
 ['Iron deficiency', 'Iron-deficiency anemia'],
 ['Lead exposure', 'Chronic kidney disease'],
 ['Lead exposure', 'Atrial fibrillation and flutter'],
 ['Lead exposure', 'Rheumatic heart disease'],
 ['Lead exposure', 'Cardiomyopathy and myocarditis'],
 ['Lead exposure', 'Aortic aneurysm'],
 ['Lead exposure', 'Ischemic heart disease'],
 ['Lead exposure', 'Cerebrovascular disease'],
 ['Lead exposure', 'Peripheral artery disease'],
 ['Lead exposure', 'Hypertensive heart disease'],
 ['Lead exposure', 'Endocarditis'],
 ['Lead exposure', 'Other cardiovascular and circulatory diseases'],
 ['Low birth weight and short gestation', 'Sudden infant death syndrome'],
 ['Low physical activity', 'Colon and rectum cancer'],
 ['Low physical activity', 'Ischemic heart disease'],
 ['Low physical activity', 'Breast cancer'],
 ['Low physical activity', 'Diabetes mellitus'],
 ['Low physical activity', 'Cerebrovascular disease'],
 ['Occupational asthmagens', 'Asthma'],
 ['Occupational carcinogens', 'Leukemia'],
 ['Occupational carcinogens', 'Pneumoconiosis'],
 ['Occupational carcinogens', 'Ovarian cancer'],
 ['Occupational carcinogens', 'Mesothelioma'],
 ['Occupational carcinogens', 'Larynx cancer'],
 ['Occupational carcinogens', 'Chronic obstructive pulmonary disease'],
 ['Occupational carcinogens', 'Cerebrovascular disease'],
 ['Occupational carcinogens', 'Nasopharynx cancer'],
 ['Occupational carcinogens', 'Diabetes mellitus'],
 ['Occupational carcinogens', 'Kidney cancer'],
 ['Occupational carcinogens', 'Ischemic heart disease'],
 ['Occupational carcinogens', 'Breast cancer'],
 ['Occupational carcinogens', 'Tracheal, bronchus, and lung cancer'],
 ['Occupational particulate matter, gases, and fumes',
  'Chronic obstructive pulmonary disease'],
 ['Occupational particulate matter, gases, and fumes', 'Pneumoconiosis'],
 ['Residential radon', 'Tracheal, bronchus, and lung cancer'],
 ['Secondhand smoke', 'Cerebrovascular disease'],
 ['Secondhand smoke', 'Ischemic heart disease'],
 ['Secondhand smoke', 'Chronic obstructive pulmonary disease'],
 ['Secondhand smoke', 'Diabetes mellitus'],
 ['Secondhand smoke', 'Tracheal, bronchus, and lung cancer'],
 ['Secondhand smoke', 'Breast cancer'],
 ['Smoking', 'Bladder cancer'],
 ['Smoking', 'Leukemia'],
 ['Smoking', 'Cervical cancer'],
 ['Smoking', 'Breast cancer'],
 ['Smoking', 'Tracheal, bronchus, and lung cancer'],
 ['Smoking', 'Prostate cancer'],
 ['Smoking', 'Larynx cancer'],
 ['Smoking', 'Peripheral artery disease'],
 ['Smoking', 'Colon and rectum cancer'],
 ['Smoking', 'Ischemic heart disease'],
 ['Smoking', 'Hypertensive heart disease'],
 ['Smoking', 'Liver cancer'],
 ['Smoking', 'Chronic obstructive pulmonary disease'],
 ['Smoking', 'Lip and oral cavity cancer'],
 ['Smoking', 'Other cardiovascular and circulatory diseases'],
 ['Smoking', 'Atrial fibrillation and flutter'],
 ['Smoking', 'Rheumatoid arthritis'],
 ['Smoking', 'Asthma'],
 ['Smoking', 'Nasopharynx cancer'],
 ['Smoking', 'Diabetes mellitus'],
 ['Smoking', 'Aortic aneurysm'],
 ['Smoking', 'Other chronic respiratory diseases'],
 ['Smoking', 'Cerebrovascular disease'],
 ['Smoking', 'Pancreatic cancer'],
 ['Smoking', 'Tuberculosis'],
 ['Smoking', 'Stomach cancer'],
 ['Smoking', 'Esophageal cancer'],
 ['Smoking', 'Kidney cancer'],
 ['Unsafe sex', 'Cervical cancer'],
 ['Unsafe sex', 'HIV/AIDS']]
In [120]:
unique_risk = list(sorted(set(nodes_risk)))
len(unique_risk)
Out[120]:
38
In [121]:
len(nodes_risk)
Out[121]:
213
In [122]:
grp_risk.rename(columns={'cause': 'count'}, inplace=True)
grp_risk
Out[122]:
count
risk
Alcohol use 16
Ambient ozone pollution 1
Ambient particulate matter pollution 4
Child growth failure 1
Diet high in processed meat 3
Diet high in red meat 2
Diet high in sodium 12
Diet high in sugar-sweetened beverages 20
Diet high in trans fatty acids 1
Diet low in calcium 1
Diet low in fiber 2
Diet low in fruits 9
Diet low in legumes 1
Diet low in milk 1
Diet low in nuts and seeds 2
Diet low in polyunsaturated fatty acids 1
Diet low in seafood omega-3 fatty acids 1
Diet low in vegetables 2
Diet low in whole grains 3
Drug use 4
High body-mass index 20
High fasting plasma glucose 13
High systolic blood pressure 11
High total cholesterol 2
Household air pollution from solid fuels 4
Impaired kidney function 4
Intimate partner violence 1
Iron deficiency 1
Lead exposure 11
Low birth weight and short gestation 1
Low physical activity 5
Occupational asthmagens 1
Occupational carcinogens 13
Occupational particulate matter, gases, and fumes 2
Residential radon 1
Secondhand smoke 6
Smoking 28
Unsafe sex 2
In [123]:
count_list = grp_risk['count'].tolist()
count_list = map(int, count_list)
In [124]:
src_dest = []
for i in range(len(nodes_match)):
    for j in range(len(nodes_match)):
        if i != j and j+1 < len(nodes_match):
            if nodes_match[i][0] == nodes_match[j][0]:
                src_dest.append([nodes_match[i][1],nodes_match[i][0],nodes_match[j][1]])
In [125]:
src_dest
Out[125]:
[['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Nasopharynx cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Lip and oral cavity cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Diabetes mellitus'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Esophageal cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Larynx cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Hypertensive heart disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Ischemic heart disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Breast cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Other pharynx cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Colon and rectum cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Liver cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Atrial fibrillation and flutter'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Tuberculosis'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Cardiomyopathy and myocarditis'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Alcohol use',
  'Cerebrovascular disease'],
 ['Nasopharynx cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Nasopharynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Nasopharynx cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Larynx cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Nasopharynx cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Nasopharynx cancer', 'Alcohol use', 'Breast cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Liver cancer'],
 ['Nasopharynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Nasopharynx cancer', 'Alcohol use', 'Tuberculosis'],
 ['Nasopharynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Nasopharynx cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Lip and oral cavity cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Larynx cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Breast cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Liver cancer'],
 ['Lip and oral cavity cancer',
  'Alcohol use',
  'Atrial fibrillation and flutter'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Tuberculosis'],
 ['Lip and oral cavity cancer',
  'Alcohol use',
  'Cardiomyopathy and myocarditis'],
 ['Lip and oral cavity cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Diabetes mellitus',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Diabetes mellitus', 'Alcohol use', 'Nasopharynx cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Esophageal cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Larynx cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Hypertensive heart disease'],
 ['Diabetes mellitus', 'Alcohol use', 'Ischemic heart disease'],
 ['Diabetes mellitus', 'Alcohol use', 'Breast cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Other pharynx cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Colon and rectum cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Liver cancer'],
 ['Diabetes mellitus', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Diabetes mellitus', 'Alcohol use', 'Tuberculosis'],
 ['Diabetes mellitus', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Diabetes mellitus', 'Alcohol use', 'Cerebrovascular disease'],
 ['Esophageal cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Esophageal cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Esophageal cancer', 'Alcohol use', 'Larynx cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Esophageal cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Esophageal cancer', 'Alcohol use', 'Breast cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Liver cancer'],
 ['Esophageal cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Esophageal cancer', 'Alcohol use', 'Tuberculosis'],
 ['Esophageal cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Esophageal cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Larynx cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Larynx cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Larynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Larynx cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Larynx cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Larynx cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Larynx cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Larynx cancer', 'Alcohol use', 'Breast cancer'],
 ['Larynx cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Larynx cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Larynx cancer', 'Alcohol use', 'Liver cancer'],
 ['Larynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Larynx cancer', 'Alcohol use', 'Tuberculosis'],
 ['Larynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Larynx cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Hypertensive heart disease',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Hypertensive heart disease', 'Alcohol use', 'Nasopharynx cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Diabetes mellitus'],
 ['Hypertensive heart disease', 'Alcohol use', 'Esophageal cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Larynx cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Ischemic heart disease'],
 ['Hypertensive heart disease', 'Alcohol use', 'Breast cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Other pharynx cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Colon and rectum cancer'],
 ['Hypertensive heart disease', 'Alcohol use', 'Liver cancer'],
 ['Hypertensive heart disease',
  'Alcohol use',
  'Atrial fibrillation and flutter'],
 ['Hypertensive heart disease', 'Alcohol use', 'Tuberculosis'],
 ['Hypertensive heart disease',
  'Alcohol use',
  'Cardiomyopathy and myocarditis'],
 ['Hypertensive heart disease', 'Alcohol use', 'Cerebrovascular disease'],
 ['Ischemic heart disease',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Ischemic heart disease', 'Alcohol use', 'Nasopharynx cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Diabetes mellitus'],
 ['Ischemic heart disease', 'Alcohol use', 'Esophageal cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Larynx cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Hypertensive heart disease'],
 ['Ischemic heart disease', 'Alcohol use', 'Breast cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Other pharynx cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Colon and rectum cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Liver cancer'],
 ['Ischemic heart disease', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Ischemic heart disease', 'Alcohol use', 'Tuberculosis'],
 ['Ischemic heart disease', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Ischemic heart disease', 'Alcohol use', 'Cerebrovascular disease'],
 ['Breast cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Breast cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Breast cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Breast cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Breast cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Breast cancer', 'Alcohol use', 'Larynx cancer'],
 ['Breast cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Breast cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Breast cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Breast cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Breast cancer', 'Alcohol use', 'Liver cancer'],
 ['Breast cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Breast cancer', 'Alcohol use', 'Tuberculosis'],
 ['Breast cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Breast cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Other pharynx cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Other pharynx cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Other pharynx cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Larynx cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Other pharynx cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Other pharynx cancer', 'Alcohol use', 'Breast cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Liver cancer'],
 ['Other pharynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Other pharynx cancer', 'Alcohol use', 'Tuberculosis'],
 ['Other pharynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Other pharynx cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Colon and rectum cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Colon and rectum cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Colon and rectum cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Larynx cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Colon and rectum cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Colon and rectum cancer', 'Alcohol use', 'Breast cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Liver cancer'],
 ['Colon and rectum cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Colon and rectum cancer', 'Alcohol use', 'Tuberculosis'],
 ['Colon and rectum cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Colon and rectum cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Liver cancer',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Liver cancer', 'Alcohol use', 'Nasopharynx cancer'],
 ['Liver cancer', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Liver cancer', 'Alcohol use', 'Diabetes mellitus'],
 ['Liver cancer', 'Alcohol use', 'Esophageal cancer'],
 ['Liver cancer', 'Alcohol use', 'Larynx cancer'],
 ['Liver cancer', 'Alcohol use', 'Hypertensive heart disease'],
 ['Liver cancer', 'Alcohol use', 'Ischemic heart disease'],
 ['Liver cancer', 'Alcohol use', 'Breast cancer'],
 ['Liver cancer', 'Alcohol use', 'Other pharynx cancer'],
 ['Liver cancer', 'Alcohol use', 'Colon and rectum cancer'],
 ['Liver cancer', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Liver cancer', 'Alcohol use', 'Tuberculosis'],
 ['Liver cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Liver cancer', 'Alcohol use', 'Cerebrovascular disease'],
 ['Atrial fibrillation and flutter',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Nasopharynx cancer'],
 ['Atrial fibrillation and flutter',
  'Alcohol use',
  'Lip and oral cavity cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Diabetes mellitus'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Esophageal cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Larynx cancer'],
 ['Atrial fibrillation and flutter',
  'Alcohol use',
  'Hypertensive heart disease'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Ischemic heart disease'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Breast cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Other pharynx cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Colon and rectum cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Liver cancer'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Tuberculosis'],
 ['Atrial fibrillation and flutter',
  'Alcohol use',
  'Cardiomyopathy and myocarditis'],
 ['Atrial fibrillation and flutter', 'Alcohol use', 'Cerebrovascular disease'],
 ['Tuberculosis',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Tuberculosis', 'Alcohol use', 'Nasopharynx cancer'],
 ['Tuberculosis', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Tuberculosis', 'Alcohol use', 'Diabetes mellitus'],
 ['Tuberculosis', 'Alcohol use', 'Esophageal cancer'],
 ['Tuberculosis', 'Alcohol use', 'Larynx cancer'],
 ['Tuberculosis', 'Alcohol use', 'Hypertensive heart disease'],
 ['Tuberculosis', 'Alcohol use', 'Ischemic heart disease'],
 ['Tuberculosis', 'Alcohol use', 'Breast cancer'],
 ['Tuberculosis', 'Alcohol use', 'Other pharynx cancer'],
 ['Tuberculosis', 'Alcohol use', 'Colon and rectum cancer'],
 ['Tuberculosis', 'Alcohol use', 'Liver cancer'],
 ['Tuberculosis', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Tuberculosis', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Tuberculosis', 'Alcohol use', 'Cerebrovascular disease'],
 ['Cardiomyopathy and myocarditis',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Nasopharynx cancer'],
 ['Cardiomyopathy and myocarditis',
  'Alcohol use',
  'Lip and oral cavity cancer'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Diabetes mellitus'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Esophageal cancer'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Larynx cancer'],
 ['Cardiomyopathy and myocarditis',
  'Alcohol use',
  'Hypertensive heart disease'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Ischemic heart disease'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Breast cancer'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Other pharynx cancer'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Colon and rectum cancer'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Liver cancer'],
 ['Cardiomyopathy and myocarditis',
  'Alcohol use',
  'Atrial fibrillation and flutter'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Tuberculosis'],
 ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Cerebrovascular disease'],
 ['Cerebrovascular disease',
  'Alcohol use',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Cerebrovascular disease', 'Alcohol use', 'Nasopharynx cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Lip and oral cavity cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Diabetes mellitus'],
 ['Cerebrovascular disease', 'Alcohol use', 'Esophageal cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Larynx cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Hypertensive heart disease'],
 ['Cerebrovascular disease', 'Alcohol use', 'Ischemic heart disease'],
 ['Cerebrovascular disease', 'Alcohol use', 'Breast cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Other pharynx cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Colon and rectum cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Liver cancer'],
 ['Cerebrovascular disease', 'Alcohol use', 'Atrial fibrillation and flutter'],
 ['Cerebrovascular disease', 'Alcohol use', 'Tuberculosis'],
 ['Cerebrovascular disease', 'Alcohol use', 'Cardiomyopathy and myocarditis'],
 ['Cerebrovascular disease',
  'Ambient particulate matter pollution',
  'Tracheal, bronchus, and lung cancer'],
 ['Cerebrovascular disease',
  'Ambient particulate matter pollution',
  'Chronic obstructive pulmonary disease'],
 ['Cerebrovascular disease',
  'Ambient particulate matter pollution',
  'Ischemic heart disease'],
 ['Tracheal, bronchus, and lung cancer',
  'Ambient particulate matter pollution',
  'Cerebrovascular disease'],
 ['Tracheal, bronchus, and lung cancer',
  'Ambient particulate matter pollution',
  'Chronic obstructive pulmonary disease'],
 ['Tracheal, bronchus, and lung cancer',
  'Ambient particulate matter pollution',
  'Ischemic heart disease'],
 ['Chronic obstructive pulmonary disease',
  'Ambient particulate matter pollution',
  'Cerebrovascular disease'],
 ['Chronic obstructive pulmonary disease',
  'Ambient particulate matter pollution',
  'Tracheal, bronchus, and lung cancer'],
 ['Chronic obstructive pulmonary disease',
  'Ambient particulate matter pollution',
  'Ischemic heart disease'],
 ['Ischemic heart disease',
  'Ambient particulate matter pollution',
  'Cerebrovascular disease'],
 ['Ischemic heart disease',
  'Ambient particulate matter pollution',
  'Tracheal, bronchus, and lung cancer'],
 ['Ischemic heart disease',
  'Ambient particulate matter pollution',
  'Chronic obstructive pulmonary disease'],
 ['Colon and rectum cancer',
  'Diet high in processed meat',
  'Ischemic heart disease'],
 ['Colon and rectum cancer',
  'Diet high in processed meat',
  'Diabetes mellitus'],
 ['Ischemic heart disease',
  'Diet high in processed meat',
  'Colon and rectum cancer'],
 ['Ischemic heart disease',
  'Diet high in processed meat',
  'Diabetes mellitus'],
 ['Diabetes mellitus',
  'Diet high in processed meat',
  'Colon and rectum cancer'],
 ['Diabetes mellitus',
  'Diet high in processed meat',
  'Ischemic heart disease'],
 ['Diabetes mellitus', 'Diet high in red meat', 'Colon and rectum cancer'],
 ['Colon and rectum cancer', 'Diet high in red meat', 'Diabetes mellitus'],
 ['Stomach cancer', 'Diet high in sodium', 'Ischemic heart disease'],
 ['Stomach cancer', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'],
 ['Stomach cancer', 'Diet high in sodium', 'Rheumatic heart disease'],
 ['Stomach cancer', 'Diet high in sodium', 'Atrial fibrillation and flutter'],
 ['Stomach cancer', 'Diet high in sodium', 'Endocarditis'],
 ['Stomach cancer', 'Diet high in sodium', 'Chronic kidney disease'],
 ['Stomach cancer', 'Diet high in sodium', 'Cerebrovascular disease'],
 ['Stomach cancer', 'Diet high in sodium', 'Peripheral artery disease'],
 ['Stomach cancer', 'Diet high in sodium', 'Aortic aneurysm'],
 ['Stomach cancer',
  'Diet high in sodium',
  'Other cardiovascular and circulatory diseases'],
 ['Stomach cancer', 'Diet high in sodium', 'Hypertensive heart disease'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Stomach cancer'],
 ['Ischemic heart disease',
  'Diet high in sodium',
  'Cardiomyopathy and myocarditis'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Rheumatic heart disease'],
 ['Ischemic heart disease',
  'Diet high in sodium',
  'Atrial fibrillation and flutter'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Endocarditis'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Chronic kidney disease'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Cerebrovascular disease'],
 ['Ischemic heart disease',
  'Diet high in sodium',
  'Peripheral artery disease'],
 ['Ischemic heart disease', 'Diet high in sodium', 'Aortic aneurysm'],
 ['Ischemic heart disease',
  'Diet high in sodium',
  'Other cardiovascular and circulatory diseases'],
 ['Ischemic heart disease',
  'Diet high in sodium',
  'Hypertensive heart disease'],
 ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Stomach cancer'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Ischemic heart disease'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Rheumatic heart disease'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Atrial fibrillation and flutter'],
 ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Endocarditis'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Chronic kidney disease'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Cerebrovascular disease'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Peripheral artery disease'],
 ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Aortic aneurysm'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Other cardiovascular and circulatory diseases'],
 ['Cardiomyopathy and myocarditis',
  'Diet high in sodium',
  'Hypertensive heart disease'],
 ['Rheumatic heart disease', 'Diet high in sodium', 'Stomach cancer'],
 ['Rheumatic heart disease', 'Diet high in sodium', 'Ischemic heart disease'],
 ['Rheumatic heart disease',
  'Diet high in sodium',
  'Cardiomyopathy and myocarditis'],
 ['Rheumatic heart disease',
  'Diet high in sodium',
  'Atrial fibrillation and flutter'],
 ['Rheumatic heart disease', 'Diet high in sodium', 'Endocarditis'],
 ['Rheumatic heart disease', 'Diet high in sodium', 'Chronic kidney disease'],
 ['Rheumatic heart disease', 'Diet high in sodium', 'Cerebrovascular disease'],
 ['Rheumatic heart disease',
  'Diet high in sodium',
  'Peripheral artery disease'],
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 ['HIV/AIDS', 'Drug use', 'Liver cancer'],
 ['HIV/AIDS',
  'Drug use',
  'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['Thyroid cancer', 'High body-mass index', 'Multiple myeloma'],
 ['Thyroid cancer', 'High body-mass index', 'Pancreatic cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Asthma'],
 ['Thyroid cancer', 'High body-mass index', 'Liver cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Leukemia'],
 ['Thyroid cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Thyroid cancer', 'High body-mass index', 'Ovarian cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Diabetes mellitus'],
 ['Thyroid cancer', 'High body-mass index', 'Esophageal cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Hypertensive heart disease'],
 ['Thyroid cancer',
  'High body-mass index',
  'Gallbladder and biliary tract cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Atrial fibrillation and flutter'],
 ['Thyroid cancer', 'High body-mass index', 'Ischemic heart disease'],
 ['Thyroid cancer', 'High body-mass index', 'Chronic kidney disease'],
 ['Thyroid cancer', 'High body-mass index', 'Uterine cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Colon and rectum cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Cerebrovascular disease'],
 ['Thyroid cancer', 'High body-mass index', 'Kidney cancer'],
 ['Thyroid cancer', 'High body-mass index', 'Breast cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Thyroid cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Pancreatic cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Asthma'],
 ['Multiple myeloma', 'High body-mass index', 'Liver cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Leukemia'],
 ['Multiple myeloma', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Multiple myeloma', 'High body-mass index', 'Ovarian cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Diabetes mellitus'],
 ['Multiple myeloma', 'High body-mass index', 'Esophageal cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Hypertensive heart disease'],
 ['Multiple myeloma',
  'High body-mass index',
  'Gallbladder and biliary tract cancer'],
 ['Multiple myeloma',
  'High body-mass index',
  'Atrial fibrillation and flutter'],
 ['Multiple myeloma', 'High body-mass index', 'Ischemic heart disease'],
 ['Multiple myeloma', 'High body-mass index', 'Chronic kidney disease'],
 ['Multiple myeloma', 'High body-mass index', 'Uterine cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Colon and rectum cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Cerebrovascular disease'],
 ['Multiple myeloma', 'High body-mass index', 'Kidney cancer'],
 ['Multiple myeloma', 'High body-mass index', 'Breast cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Thyroid cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Multiple myeloma'],
 ['Pancreatic cancer', 'High body-mass index', 'Asthma'],
 ['Pancreatic cancer', 'High body-mass index', 'Liver cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Leukemia'],
 ['Pancreatic cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Pancreatic cancer', 'High body-mass index', 'Ovarian cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Diabetes mellitus'],
 ['Pancreatic cancer', 'High body-mass index', 'Esophageal cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Hypertensive heart disease'],
 ['Pancreatic cancer',
  'High body-mass index',
  'Gallbladder and biliary tract cancer'],
 ['Pancreatic cancer',
  'High body-mass index',
  'Atrial fibrillation and flutter'],
 ['Pancreatic cancer', 'High body-mass index', 'Ischemic heart disease'],
 ['Pancreatic cancer', 'High body-mass index', 'Chronic kidney disease'],
 ['Pancreatic cancer', 'High body-mass index', 'Uterine cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Colon and rectum cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Cerebrovascular disease'],
 ['Pancreatic cancer', 'High body-mass index', 'Kidney cancer'],
 ['Pancreatic cancer', 'High body-mass index', 'Breast cancer'],
 ['Asthma', 'High body-mass index', 'Thyroid cancer'],
 ['Asthma', 'High body-mass index', 'Multiple myeloma'],
 ['Asthma', 'High body-mass index', 'Pancreatic cancer'],
 ['Asthma', 'High body-mass index', 'Liver cancer'],
 ['Asthma', 'High body-mass index', 'Leukemia'],
 ['Asthma', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Asthma', 'High body-mass index', 'Ovarian cancer'],
 ['Asthma', 'High body-mass index', 'Diabetes mellitus'],
 ['Asthma', 'High body-mass index', 'Esophageal cancer'],
 ['Asthma', 'High body-mass index', 'Hypertensive heart disease'],
 ['Asthma', 'High body-mass index', 'Gallbladder and biliary tract cancer'],
 ['Asthma', 'High body-mass index', 'Atrial fibrillation and flutter'],
 ['Asthma', 'High body-mass index', 'Ischemic heart disease'],
 ['Asthma', 'High body-mass index', 'Chronic kidney disease'],
 ['Asthma', 'High body-mass index', 'Uterine cancer'],
 ['Asthma', 'High body-mass index', 'Colon and rectum cancer'],
 ['Asthma', 'High body-mass index', 'Cerebrovascular disease'],
 ['Asthma', 'High body-mass index', 'Kidney cancer'],
 ['Asthma', 'High body-mass index', 'Breast cancer'],
 ['Liver cancer', 'High body-mass index', 'Thyroid cancer'],
 ['Liver cancer', 'High body-mass index', 'Multiple myeloma'],
 ['Liver cancer', 'High body-mass index', 'Pancreatic cancer'],
 ['Liver cancer', 'High body-mass index', 'Asthma'],
 ['Liver cancer', 'High body-mass index', 'Leukemia'],
 ['Liver cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Liver cancer', 'High body-mass index', 'Ovarian cancer'],
 ['Liver cancer', 'High body-mass index', 'Diabetes mellitus'],
 ['Liver cancer', 'High body-mass index', 'Esophageal cancer'],
 ['Liver cancer', 'High body-mass index', 'Hypertensive heart disease'],
 ['Liver cancer',
  'High body-mass index',
  'Gallbladder and biliary tract cancer'],
 ['Liver cancer', 'High body-mass index', 'Atrial fibrillation and flutter'],
 ['Liver cancer', 'High body-mass index', 'Ischemic heart disease'],
 ['Liver cancer', 'High body-mass index', 'Chronic kidney disease'],
 ['Liver cancer', 'High body-mass index', 'Uterine cancer'],
 ['Liver cancer', 'High body-mass index', 'Colon and rectum cancer'],
 ['Liver cancer', 'High body-mass index', 'Cerebrovascular disease'],
 ['Liver cancer', 'High body-mass index', 'Kidney cancer'],
 ['Liver cancer', 'High body-mass index', 'Breast cancer'],
 ['Leukemia', 'High body-mass index', 'Thyroid cancer'],
 ['Leukemia', 'High body-mass index', 'Multiple myeloma'],
 ['Leukemia', 'High body-mass index', 'Pancreatic cancer'],
 ['Leukemia', 'High body-mass index', 'Asthma'],
 ['Leukemia', 'High body-mass index', 'Liver cancer'],
 ['Leukemia', 'High body-mass index', 'Non-Hodgkin lymphoma'],
 ['Leukemia', 'High body-mass index', 'Ovarian cancer'],
 ['Leukemia', 'High body-mass index', 'Diabetes mellitus'],
 ['Leukemia', 'High body-mass index', 'Esophageal cancer'],
 ['Leukemia', 'High body-mass index', 'Hypertensive heart disease'],
 ['Leukemia', 'High body-mass index', 'Gallbladder and biliary tract cancer'],
 ['Leukemia', 'High body-mass index', 'Atrial fibrillation and flutter'],
 ['Leukemia', 'High body-mass index', 'Ischemic heart disease'],
 ['Leukemia', 'High body-mass index', 'Chronic kidney disease'],
 ['Leukemia', 'High body-mass index', 'Uterine cancer'],
 ['Leukemia', 'High body-mass index', 'Colon and rectum cancer'],
 ['Leukemia', 'High body-mass index', 'Cerebrovascular disease'],
 ['Leukemia', 'High body-mass index', 'Kidney cancer'],
 ['Leukemia', 'High body-mass index', 'Breast cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Thyroid cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Multiple myeloma'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Pancreatic cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Asthma'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Liver cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Leukemia'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Ovarian cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Diabetes mellitus'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Esophageal cancer'],
 ['Non-Hodgkin lymphoma',
  'High body-mass index',
  'Hypertensive heart disease'],
 ['Non-Hodgkin lymphoma',
  'High body-mass index',
  'Gallbladder and biliary tract cancer'],
 ['Non-Hodgkin lymphoma',
  'High body-mass index',
  'Atrial fibrillation and flutter'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Ischemic heart disease'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Chronic kidney disease'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Uterine cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Colon and rectum cancer'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Cerebrovascular disease'],
 ['Non-Hodgkin lymphoma', 'High body-mass index', 'Kidney cancer'],
 ...]
In [126]:
#src_dest2 = []
#for i in range(len(src_dest)):
#   for j in range(len(src_dest)):
#        if i != j and j+1 < len(src_dest):
#            if src_dest[i][0] == src_dest[j][2] and src_dest[i][2] == src_dest[j][0]:
#                print src_dest[i][0]+" | "+ src_dest[j][2] +" | "+ src_dest[i][2] +" | "+ src_dest[j][0]
#                #src_dest2.append([src_dest[i][1],src_dest[i][0],src_dest[j][1]])
In [127]:
labels = ['src', 'risk', 'des']
df_srcdest = pd.DataFrame.from_records(src_dest, columns=labels)
In [128]:
df_srcdest.sort_values(['src','risk'])
#df_srcdest.to_csv('src_dest.csv')
Out[128]:
src risk des
359 Aortic aneurysm Diet high in sodium Stomach cancer
360 Aortic aneurysm Diet high in sodium Ischemic heart disease
361 Aortic aneurysm Diet high in sodium Cardiomyopathy and myocarditis
362 Aortic aneurysm Diet high in sodium Rheumatic heart disease
363 Aortic aneurysm Diet high in sodium Atrial fibrillation and flutter
364 Aortic aneurysm Diet high in sodium Endocarditis
365 Aortic aneurysm Diet high in sodium Chronic kidney disease
366 Aortic aneurysm Diet high in sodium Cerebrovascular disease
367 Aortic aneurysm Diet high in sodium Peripheral artery disease
368 Aortic aneurysm Diet high in sodium Other cardiovascular and circulatory diseases
369 Aortic aneurysm Diet high in sodium Hypertensive heart disease
1494 Aortic aneurysm High systolic blood pressure Other cardiovascular and circulatory diseases
1495 Aortic aneurysm High systolic blood pressure Cardiomyopathy and myocarditis
1496 Aortic aneurysm High systolic blood pressure Cerebrovascular disease
1497 Aortic aneurysm High systolic blood pressure Atrial fibrillation and flutter
1498 Aortic aneurysm High systolic blood pressure Hypertensive heart disease
1499 Aortic aneurysm High systolic blood pressure Chronic kidney disease
1500 Aortic aneurysm High systolic blood pressure Ischemic heart disease
1501 Aortic aneurysm High systolic blood pressure Peripheral artery disease
1502 Aortic aneurysm High systolic blood pressure Rheumatic heart disease
1503 Aortic aneurysm High systolic blood pressure Endocarditis
1580 Aortic aneurysm Lead exposure Chronic kidney disease
1581 Aortic aneurysm Lead exposure Atrial fibrillation and flutter
1582 Aortic aneurysm Lead exposure Rheumatic heart disease
1583 Aortic aneurysm Lead exposure Cardiomyopathy and myocarditis
1584 Aortic aneurysm Lead exposure Ischemic heart disease
1585 Aortic aneurysm Lead exposure Cerebrovascular disease
1586 Aortic aneurysm Lead exposure Peripheral artery disease
1587 Aortic aneurysm Lead exposure Hypertensive heart disease
1588 Aortic aneurysm Lead exposure Endocarditis
... ... ... ...
590 Uterine cancer Diet high in sugar-sweetened beverages Multiple myeloma
591 Uterine cancer Diet high in sugar-sweetened beverages Hypertensive heart disease
592 Uterine cancer Diet high in sugar-sweetened beverages Pancreatic cancer
593 Uterine cancer Diet high in sugar-sweetened beverages Ischemic heart disease
594 Uterine cancer Diet high in sugar-sweetened beverages Gallbladder and biliary tract cancer
595 Uterine cancer Diet high in sugar-sweetened beverages Diabetes mellitus
596 Uterine cancer Diet high in sugar-sweetened beverages Chronic kidney disease
597 Uterine cancer Diet high in sugar-sweetened beverages Leukemia
598 Uterine cancer Diet high in sugar-sweetened beverages Breast cancer
599 Uterine cancer Diet high in sugar-sweetened beverages Colon and rectum cancer
600 Uterine cancer Diet high in sugar-sweetened beverages Esophageal cancer
1153 Uterine cancer High body-mass index Thyroid cancer
1154 Uterine cancer High body-mass index Multiple myeloma
1155 Uterine cancer High body-mass index Pancreatic cancer
1156 Uterine cancer High body-mass index Asthma
1157 Uterine cancer High body-mass index Liver cancer
1158 Uterine cancer High body-mass index Leukemia
1159 Uterine cancer High body-mass index Non-Hodgkin lymphoma
1160 Uterine cancer High body-mass index Ovarian cancer
1161 Uterine cancer High body-mass index Diabetes mellitus
1162 Uterine cancer High body-mass index Esophageal cancer
1163 Uterine cancer High body-mass index Hypertensive heart disease
1164 Uterine cancer High body-mass index Gallbladder and biliary tract cancer
1165 Uterine cancer High body-mass index Atrial fibrillation and flutter
1166 Uterine cancer High body-mass index Ischemic heart disease
1167 Uterine cancer High body-mass index Chronic kidney disease
1168 Uterine cancer High body-mass index Colon and rectum cancer
1169 Uterine cancer High body-mass index Cerebrovascular disease
1170 Uterine cancer High body-mass index Kidney cancer
1171 Uterine cancer High body-mass index Breast cancer

2615 rows × 3 columns

In [129]:
 df_srcdest_count = df_srcdest.groupby(['src','des']).count()
 df_srcdest_count.rename(columns={'risk': 'count'}, inplace=True)
 df_srcdest_count = df_srcdest_count.sort_values('count')
In [130]:
 df_srcdest_count
Out[130]:
count
src des
Aortic aneurysm Asthma 1
Diabetes mellitus Prostate cancer 1
Rheumatoid arthritis 1
Stomach cancer 1
Pancreatic cancer Aortic aneurysm 1
Ovarian cancer Tuberculosis 1
Pneumoconiosis 1
Diabetes mellitus Pneumoconiosis 1
Ovarian cancer Peripheral artery disease 1
Mesothelioma 1
Larynx cancer 1
Endocarditis Stomach cancer 1
Esophageal cancer Aortic aneurysm 1
Ovarian cancer Chronic obstructive pulmonary disease 1
Esophageal cancer Bladder cancer 1
Ovarian cancer Nasopharynx cancer 1
Pancreatic cancer Cervical cancer 1
Chronic obstructive pulmonary disease 1
Diabetes mellitus Other chronic respiratory diseases 1
Peripheral artery disease Cervical cancer 1
Diabetes mellitus Cardiomyopathy and myocarditis 1
Peripheral artery disease Asthma 1
Diabetes mellitus Cervical cancer 1
Cirrhosis and other chronic liver diseases due to alcohol use 1
Pancreatic cancer Stomach cancer 1
Rheumatoid arthritis 1
Prostate cancer 1
Other chronic respiratory diseases 1
Other cardiovascular and circulatory diseases 1
Nasopharynx cancer 1
... ... ...
Ischemic heart disease Tracheal, bronchus, and lung cancer 7
Cerebrovascular disease Hypertensive heart disease 7
Hypertensive heart disease Ischemic heart disease 7
Tracheal, bronchus, and lung cancer Cerebrovascular disease 7
Chronic kidney disease Cerebrovascular disease 7
Ischemic heart disease Atrial fibrillation and flutter 7
Tracheal, bronchus, and lung cancer Ischemic heart disease 7
Hypertensive heart disease Cerebrovascular disease 7
Cerebrovascular disease Chronic kidney disease 7
Chronic kidney disease Ischemic heart disease 7
Atrial fibrillation and flutter Ischemic heart disease 7
Hypertensive heart disease 7
Cerebrovascular disease Atrial fibrillation and flutter 7
Ischemic heart disease Hypertensive heart disease 7
Colon and rectum cancer 8
Breast cancer 8
Breast cancer Ischemic heart disease 8
Cerebrovascular disease 8
Diabetes mellitus 8
Colon and rectum cancer Ischemic heart disease 8
Diabetes mellitus Colon and rectum cancer 8
Breast cancer 8
Cerebrovascular disease Breast cancer 8
Colon and rectum cancer Diabetes mellitus 8
Diabetes mellitus Cerebrovascular disease 10
Cerebrovascular disease Diabetes mellitus 10
Ischemic heart disease Diabetes mellitus 12
Diabetes mellitus Ischemic heart disease 12
Cerebrovascular disease Ischemic heart disease 18
Ischemic heart disease Cerebrovascular disease 18

1205 rows × 1 columns

In [131]:
df_srcdest.loc[(df_srcdest['src'] == 'Aortic aneurysm') & (df_srcdest['des'] == 'Cerebrovascular disease')]
Out[131]:
src risk des
366 Aortic aneurysm Diet high in sodium Cerebrovascular disease
1496 Aortic aneurysm High systolic blood pressure Cerebrovascular disease
1585 Aortic aneurysm Lead exposure Cerebrovascular disease
2419 Aortic aneurysm Smoking Cerebrovascular disease
In [132]:
weights = df_srcdest_count['count'].values.tolist()
In [133]:
weights = map(int, weights)
#weights
In [134]:
df_srcdest_count=df_srcdest_count.sort_values('count') 
df_srcdest_count.to_csv('src_dest_count.csv')
In [135]:
g_df = pd.read_csv('src_dest_count.csv')
In [136]:
g_nodes = g_df['src'].values.tolist()
g_edges = g_df['des'].values.tolist()
g_match = [list(a) for a in zip(g_nodes,g_edges)]
In [137]:
it  = iter(g_nodes)
it2 = iter(g_edges)
it3 = zip(it, it2)
In [138]:
counter = g_df.groupby('count').count()
counter
Out[138]:
src des
count
1 529 529
2 324 324
3 166 166
4 114 114
5 30 30
6 8 8
7 18 18
8 10 10
10 2 2
12 2 2
18 2 2
In [139]:
c = counter['des'].values.tolist()
c = map(int, c)
c
Out[139]:
[529, 324, 166, 114, 30, 8, 18, 10, 2, 2, 2]
In [140]:
values = [1,2,3,4,5,6,7,8,10,12,18]
In [141]:
g_match
Out[141]:
[['Aortic aneurysm', 'Asthma'],
 ['Atrial fibrillation and flutter', 'Prostate cancer'],
 ['Cardiomyopathy and myocarditis', 'Other pharynx cancer'],
 ['Breast cancer', 'Mesothelioma'],
 ['Stomach cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Stomach cancer', 'Rheumatoid arthritis'],
 ['Breast cancer', 'Other cardiovascular and circulatory diseases'],
 ['Breast cancer', 'Other chronic respiratory diseases'],
 ['Breast cancer', 'Other pharynx cancer'],
 ['Stomach cancer', 'Rheumatic heart disease'],
 ['Stomach cancer', 'Prostate cancer'],
 ['Breast cancer', 'Pneumoconiosis'],
 ['Breast cancer', 'Prostate cancer'],
 ['Breast cancer', 'Rheumatoid arthritis'],
 ['Breast cancer', 'Stomach cancer'],
 ['Stomach cancer', 'Pancreatic cancer'],
 ['Stomach cancer', 'Other chronic respiratory diseases'],
 ['Stomach cancer', 'Nasopharynx cancer'],
 ['Stomach cancer', 'Lip and oral cavity cancer'],
 ['Cardiomyopathy and myocarditis', 'Breast cancer'],
 ['Stomach cancer', 'Leukemia'],
 ['Stomach cancer', 'Larynx cancer'],
 ['Cardiomyopathy and myocarditis',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Cardiomyopathy and myocarditis', 'Colon and rectum cancer'],
 ['Cardiomyopathy and myocarditis', 'Diabetes mellitus'],
 ['Stomach cancer', 'Kidney cancer'],
 ['Cardiomyopathy and myocarditis', 'Esophageal cancer'],
 ['Cardiomyopathy and myocarditis', 'Larynx cancer'],
 ['Cardiomyopathy and myocarditis', 'Lip and oral cavity cancer'],
 ['Cardiomyopathy and myocarditis', 'Liver cancer'],
 ['Tracheal, bronchus, and lung cancer',
  'Other cardiovascular and circulatory diseases'],
 ['Cardiomyopathy and myocarditis', 'Nasopharynx cancer'],
 ['Tuberculosis', 'Ovarian cancer'],
 ['Asthma', 'Larynx cancer'],
 ['Asthma', 'Nasopharynx cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Mesothelioma'],
 ['Tuberculosis', 'Other pharynx cancer'],
 ['Aortic aneurysm', 'Bladder cancer'],
 ['Aortic aneurysm', 'Breast cancer'],
 ['Aortic aneurysm', 'Cervical cancer'],
 ['Aortic aneurysm', 'Chronic obstructive pulmonary disease'],
 ['Aortic aneurysm', 'Colon and rectum cancer'],
 ['Aortic aneurysm', 'Diabetes mellitus'],
 ['Aortic aneurysm', 'Esophageal cancer'],
 ['Aortic aneurysm', 'Kidney cancer'],
 ['Aortic aneurysm', 'Larynx cancer'],
 ['Aortic aneurysm', 'Leukemia'],
 ['Aortic aneurysm', 'Lip and oral cavity cancer'],
 ['Aortic aneurysm', 'Liver cancer'],
 ['Aortic aneurysm', 'Nasopharynx cancer'],
 ['Aortic aneurysm', 'Other chronic respiratory diseases'],
 ['Aortic aneurysm', 'Pancreatic cancer'],
 ['Aortic aneurysm', 'Prostate cancer'],
 ['Aortic aneurysm', 'Rheumatoid arthritis'],
 ['Aortic aneurysm', 'Tracheal, bronchus, and lung cancer'],
 ['Aortic aneurysm', 'Tuberculosis'],
 ['Asthma', 'Aortic aneurysm'],
 ['Asthma', 'Bladder cancer'],
 ['Asthma', 'Cervical cancer'],
 ['Asthma', 'Chronic obstructive pulmonary disease'],
 ['Tuberculosis', 'Stomach cancer'],
 ['Tuberculosis', 'Rheumatoid arthritis'],
 ['Tuberculosis', 'Prostate cancer'],
 ['Asthma', 'Lip and oral cavity cancer'],
 ['Asthma', 'Other cardiovascular and circulatory diseases'],
 ['Stomach cancer', 'Esophageal cancer'],
 ['Breast cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Prostate cancer', 'Cerebrovascular disease'],
 ['Ischemic heart disease', 'Pneumoconiosis'],
 ['Nasopharynx cancer', 'Other cardiovascular and circulatory diseases'],
 ['Ischemic heart disease', 'Other chronic respiratory diseases'],
 ['Nasopharynx cancer', 'Other chronic respiratory diseases'],
 ['Nasopharynx cancer', 'Ovarian cancer'],
 ['Nasopharynx cancer', 'Pancreatic cancer'],
 ['Ischemic heart disease', 'Mesothelioma'],
 ['Nasopharynx cancer', 'Peripheral artery disease'],
 ['Nasopharynx cancer', 'Pneumoconiosis'],
 ['Nasopharynx cancer', 'Prostate cancer'],
 ['Nasopharynx cancer', 'Rheumatoid arthritis'],
 ['Nasopharynx cancer', 'Stomach cancer'],
 ['Ischemic heart disease',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Ischemic heart disease', 'Cervical cancer'],
 ['Hypertensive heart disease', 'Tracheal, bronchus, and lung cancer'],
 ['Hypertensive heart disease', 'Rheumatoid arthritis'],
 ['Nasopharynx cancer', 'Mesothelioma'],
 ['Ischemic heart disease', 'Prostate cancer'],
 ['Chronic obstructive pulmonary disease', 'Cervical cancer'],
 ['Ischemic heart disease', 'Rheumatoid arthritis'],
 ['Kidney cancer', 'Pneumoconiosis'],
 ['Kidney cancer', 'Peripheral artery disease'],
 ['Kidney cancer', 'Other chronic respiratory diseases'],
 ['Kidney cancer', 'Other cardiovascular and circulatory diseases'],
 ['Kidney cancer', 'Mesothelioma'],
 ['Kidney cancer', 'Lip and oral cavity cancer'],
 ['Nasopharynx cancer', 'Aortic aneurysm'],
 ['Kidney cancer', 'Cervical cancer'],
 ['Pneumoconiosis', 'Larynx cancer'],
 ['Stomach cancer', 'Tuberculosis'],
 ['Chronic obstructive pulmonary disease', 'Bladder cancer'],
 ['Prostate cancer', 'Cervical cancer'],
 ['Atrial fibrillation and flutter', 'Rheumatoid arthritis'],
 ['Breast cancer', 'Cervical cancer'],
 ['Atrial fibrillation and flutter', 'Tracheal, bronchus, and lung cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Hypertensive heart disease'],
 ['Bladder cancer', 'Aortic aneurysm'],
 ['Bladder cancer', 'Asthma'],
 ['Bladder cancer', 'Atrial fibrillation and flutter'],
 ['Bladder cancer', 'Cervical cancer'],
 ['Bladder cancer', 'Chronic kidney disease'],
 ['Bladder cancer', 'Chronic obstructive pulmonary disease'],
 ['Tracheal, bronchus, and lung cancer', 'Chronic kidney disease'],
 ['Tracheal, bronchus, and lung cancer', 'Cervical cancer'],
 ['Bladder cancer', 'Esophageal cancer'],
 ['Bladder cancer', 'Hypertensive heart disease'],
 ['Bladder cancer', 'Kidney cancer'],
 ['Bladder cancer', 'Larynx cancer'],
 ['Bladder cancer', 'Leukemia'],
 ['Bladder cancer', 'Lip and oral cavity cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Atrial fibrillation and flutter'],
 ['Bladder cancer', 'Nasopharynx cancer'],
 ['Bladder cancer', 'Other cardiovascular and circulatory diseases'],
 ['Bladder cancer', 'Other chronic respiratory diseases'],
 ['Bladder cancer', 'Ovarian cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Asthma'],
 ['Tracheal, bronchus, and lung cancer', 'Aortic aneurysm'],
 ['Bladder cancer', 'Prostate cancer'],
 ['Bladder cancer', 'Rheumatoid arthritis'],
 ['Bladder cancer', 'Stomach cancer'],
 ['Breast cancer', 'Aortic aneurysm'],
 ['Breast cancer', 'Cardiomyopathy and myocarditis'],
 ['Tracheal, bronchus, and lung cancer', 'Other chronic respiratory diseases'],
 ['Atrial fibrillation and flutter', 'Other pharynx cancer'],
 ['Atrial fibrillation and flutter', 'Other chronic respiratory diseases'],
 ['Cervical cancer', 'Other chronic respiratory diseases'],
 ['Cervical cancer', 'Nasopharynx cancer'],
 ['Cervical cancer', 'Pancreatic cancer'],
 ['Chronic obstructive pulmonary disease', 'Aortic aneurysm'],
 ['Stomach cancer', 'Colon and rectum cancer'],
 ['Stomach cancer', 'Chronic obstructive pulmonary disease'],
 ['Cervical cancer', 'Peripheral artery disease'],
 ['Prostate cancer', 'Chronic obstructive pulmonary disease'],
 ['Chronic kidney disease', 'Tuberculosis'],
 ['Chronic kidney disease', 'Tracheal, bronchus, and lung cancer'],
 ['Cervical cancer', 'Chronic obstructive pulmonary disease'],
 ['Prostate cancer', 'Colon and rectum cancer'],
 ['Cervical cancer', 'Prostate cancer'],
 ['Cervical cancer', 'Cerebrovascular disease'],
 ['Stomach cancer', 'Chronic kidney disease'],
 ['Stomach cancer', 'Cervical cancer'],
 ['Cervical cancer', 'Esophageal cancer'],
 ['Rheumatoid arthritis', 'Asthma'],
 ['Rheumatoid arthritis', 'Esophageal cancer'],
 ['Rheumatoid arthritis', 'Bladder cancer'],
 ['Rheumatoid arthritis', 'Leukemia'],
 ['Rheumatoid arthritis', 'Larynx cancer'],
 ['Cerebrovascular disease', 'Other chronic respiratory diseases'],
 ['Prostate cancer', 'Stomach cancer'],
 ['Rheumatoid arthritis', 'Cerebrovascular disease'],
 ['Rheumatoid arthritis', 'Kidney cancer'],
 ['Prostate cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Rheumatoid arthritis', 'Ischemic heart disease'],
 ['Rheumatoid arthritis', 'Hypertensive heart disease'],
 ['Chronic obstructive pulmonary disease', 'Asthma'],
 ['Cerebrovascular disease', 'Pneumoconiosis'],
 ['Cardiomyopathy and myocarditis', 'Tuberculosis'],
 ['Cardiomyopathy and myocarditis', 'Stomach cancer'],
 ['Prostate cancer', 'Kidney cancer'],
 ['Stomach cancer', 'Cardiomyopathy and myocarditis'],
 ['Cerebrovascular disease', 'Cervical cancer'],
 ['Stomach cancer', 'Breast cancer'],
 ['Cervical cancer', 'Diabetes mellitus'],
 ['Prostate cancer', 'Esophageal cancer'],
 ['Stomach cancer', 'Bladder cancer'],
 ['Cerebrovascular disease',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Prostate cancer', 'Hypertensive heart disease'],
 ['Prostate cancer', 'Ischemic heart disease'],
 ['Stomach cancer', 'Asthma'],
 ['Cervical cancer', 'Breast cancer'],
 ['Prostate cancer', 'Liver cancer'],
 ['Rheumatoid arthritis', 'Tuberculosis'],
 ['Prostate cancer', 'Larynx cancer'],
 ['Rheumatoid arthritis', 'Tracheal, bronchus, and lung cancer'],
 ['Rheumatoid arthritis', 'Stomach cancer'],
 ['Cervical cancer', 'Bladder cancer'],
 ['Rheumatoid arthritis', 'Prostate cancer'],
 ['Rheumatoid arthritis', 'Peripheral artery disease'],
 ['Prostate cancer', 'Leukemia'],
 ['Cervical cancer', 'Rheumatoid arthritis'],
 ['Prostate cancer', 'Lip and oral cavity cancer'],
 ['Prostate cancer', 'Diabetes mellitus'],
 ['Rheumatoid arthritis', 'Atrial fibrillation and flutter'],
 ['Rheumatoid arthritis', 'Chronic obstructive pulmonary disease'],
 ['Chronic kidney disease', 'Stomach cancer'],
 ['Cervical cancer', 'Colon and rectum cancer'],
 ['Stomach cancer', 'Diabetes mellitus'],
 ['Chronic obstructive pulmonary disease', 'Atrial fibrillation and flutter'],
 ['Prostate cancer', 'Nasopharynx cancer'],
 ['Cerebrovascular disease', 'Prostate cancer'],
 ['Rheumatoid arthritis', 'Diabetes mellitus'],
 ['Lip and oral cavity cancer', 'Leukemia'],
 ['Stomach cancer', 'Endocarditis'],
 ['Tuberculosis', 'Other chronic respiratory diseases'],
 ['Asthma', 'Other chronic respiratory diseases'],
 ['Tuberculosis', 'Other cardiovascular and circulatory diseases'],
 ['Asthma', 'Peripheral artery disease'],
 ['Asthma', 'Prostate cancer'],
 ['Asthma', 'Rheumatoid arthritis'],
 ['Asthma', 'Stomach cancer'],
 ['Asthma', 'Tracheal, bronchus, and lung cancer'],
 ['Asthma', 'Tuberculosis'],
 ['Tuberculosis', 'Leukemia'],
 ['Tuberculosis', 'Kidney cancer'],
 ['Atrial fibrillation and flutter', 'Bladder cancer'],
 ['Tuberculosis',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Atrial fibrillation and flutter', 'Cervical cancer'],
 ['Tuberculosis', 'Chronic obstructive pulmonary disease'],
 ['Atrial fibrillation and flutter', 'Chronic obstructive pulmonary disease'],
 ['Atrial fibrillation and flutter',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Tuberculosis', 'Chronic kidney disease'],
 ['Tuberculosis', 'Cervical cancer'],
 ['Tuberculosis', 'Cardiomyopathy and myocarditis'],
 ['Tuberculosis', 'Asthma'],
 ['Tuberculosis', 'Aortic aneurysm'],
 ['Tracheal, bronchus, and lung cancer', 'Stomach cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Rheumatoid arthritis'],
 ['Tracheal, bronchus, and lung cancer', 'Prostate cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Pneumoconiosis'],
 ['Tracheal, bronchus, and lung cancer', 'Other pharynx cancer'],
 ['Rheumatoid arthritis', 'Cervical cancer'],
 ['Cervical cancer', 'Tuberculosis'],
 ['Prostate cancer', 'Rheumatoid arthritis'],
 ['Rheumatoid arthritis', 'Nasopharynx cancer'],
 ['Cerebrovascular disease', 'Rheumatoid arthritis'],
 ['Prostate cancer', 'Tuberculosis'],
 ['Rheumatoid arthritis', 'Breast cancer'],
 ['Rheumatic heart disease', 'Stomach cancer'],
 ['Cervical cancer', 'Lip and oral cavity cancer'],
 ['Rheumatoid arthritis', 'Aortic aneurysm'],
 ['Chronic kidney disease', 'Bladder cancer'],
 ['Cervical cancer', 'Liver cancer'],
 ['Cervical cancer', 'Aortic aneurysm'],
 ['Rheumatoid arthritis', 'Lip and oral cavity cancer'],
 ['Rheumatoid arthritis', 'Liver cancer'],
 ['Cerebrovascular disease', 'Mesothelioma'],
 ['Prostate cancer', 'Other cardiovascular and circulatory diseases'],
 ['Prostate cancer', 'Other chronic respiratory diseases'],
 ['Nasopharynx cancer', 'Asthma'],
 ['Cervical cancer', 'Hypertensive heart disease'],
 ['Prostate cancer', 'Pancreatic cancer'],
 ['Rheumatoid arthritis', 'Pancreatic cancer'],
 ['Cervical cancer', 'Other cardiovascular and circulatory diseases'],
 ['Cervical cancer', 'Kidney cancer'],
 ['Rheumatoid arthritis', 'Other chronic respiratory diseases'],
 ['Rheumatoid arthritis', 'Colon and rectum cancer'],
 ['Rheumatoid arthritis', 'Other cardiovascular and circulatory diseases'],
 ['Cervical cancer', 'Stomach cancer'],
 ['Cervical cancer', 'Larynx cancer'],
 ['Cervical cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Cervical cancer', 'Leukemia'],
 ['Prostate cancer', 'Peripheral artery disease'],
 ['Cervical cancer', 'Atrial fibrillation and flutter'],
 ['Cervical cancer', 'Asthma'],
 ['Cervical cancer', 'Ischemic heart disease'],
 ['Kidney cancer', 'Bladder cancer'],
 ['Stomach cancer', 'Liver cancer'],
 ['Nasopharynx cancer', 'Cardiomyopathy and myocarditis'],
 ['Chronic obstructive pulmonary disease', 'Hypertensive heart disease'],
 ['Chronic obstructive pulmonary disease', 'Esophageal cancer'],
 ['Prostate cancer', 'Breast cancer'],
 ['Chronic obstructive pulmonary disease', 'Colon and rectum cancer'],
 ['Chronic obstructive pulmonary disease', 'Pancreatic cancer'],
 ['Chronic obstructive pulmonary disease', 'Peripheral artery disease'],
 ['Pneumoconiosis', 'Ovarian cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Cerebrovascular disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Larynx cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Ischemic heart disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Hypertensive heart disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Esophageal cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Diabetes mellitus'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Colon and rectum cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Cardiomyopathy and myocarditis'],
 ['Chronic obstructive pulmonary disease', 'Prostate cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Breast cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Atrial fibrillation and flutter'],
 ['Chronic obstructive pulmonary disease', 'Tuberculosis'],
 ['Pneumoconiosis', 'Nasopharynx cancer'],
 ['Chronic obstructive pulmonary disease', 'Stomach cancer'],
 ['Chronic obstructive pulmonary disease', 'Rheumatoid arthritis'],
 ['Peripheral artery disease', 'Kidney cancer'],
 ['Diabetes mellitus', 'Aortic aneurysm'],
 ['Other chronic respiratory diseases', 'Diabetes mellitus'],
 ['Esophageal cancer', 'Cervical cancer'],
 ['Esophageal cancer', 'Rheumatoid arthritis'],
 ['Esophageal cancer', 'Prostate cancer'],
 ['Esophageal cancer', 'Peripheral artery disease'],
 ['Prostate cancer', 'Bladder cancer'],
 ['Other pharynx cancer', 'Atrial fibrillation and flutter'],
 ['Prostate cancer', 'Atrial fibrillation and flutter'],
 ['Prostate cancer', 'Aortic aneurysm'],
 ['Colon and rectum cancer', 'Chronic obstructive pulmonary disease'],
 ['Colon and rectum cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Pneumoconiosis', 'Cerebrovascular disease'],
 ['Colon and rectum cancer', 'Other pharynx cancer'],
 ['Colon and rectum cancer', 'Stomach cancer'],
 ['Colon and rectum cancer', 'Rheumatoid arthritis'],
 ['Colon and rectum cancer', 'Prostate cancer'],
 ['Peripheral artery disease', 'Larynx cancer'],
 ['Peripheral artery disease', 'Leukemia'],
 ['Peripheral artery disease', 'Lip and oral cavity cancer'],
 ['Colon and rectum cancer', 'Other chronic respiratory diseases'],
 ['Pneumoconiosis', 'Breast cancer'],
 ['Colon and rectum cancer', 'Other cardiovascular and circulatory diseases'],
 ['Peripheral artery disease', 'Nasopharynx cancer'],
 ['Peripheral artery disease', 'Other chronic respiratory diseases'],
 ['Peripheral artery disease', 'Ovarian cancer'],
 ['Peripheral artery disease', 'Prostate cancer'],
 ['Peripheral artery disease', 'Rheumatoid arthritis'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Other pharynx cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Liver cancer'],
 ['Peripheral artery disease', 'Esophageal cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Lip and oral cavity cancer'],
 ['Chronic obstructive pulmonary disease', 'Ovarian cancer'],
 ['Chronic obstructive pulmonary disease',
  'Other chronic respiratory diseases'],
 ['Chronic obstructive pulmonary disease',
  'Other cardiovascular and circulatory diseases'],
 ['Pneumoconiosis', 'Tracheal, bronchus, and lung cancer'],
 ['Chronic obstructive pulmonary disease', 'Mesothelioma'],
 ['Chronic obstructive pulmonary disease', 'Liver cancer'],
 ['Chronic obstructive pulmonary disease', 'Lip and oral cavity cancer'],
 ['Prostate cancer', 'Asthma'],
 ['Other pharynx cancer', 'Breast cancer'],
 ['Other pharynx cancer', 'Cardiomyopathy and myocarditis'],
 ['Esophageal cancer', 'Other chronic respiratory diseases'],
 ['Pancreatic cancer', 'Nasopharynx cancer'],
 ['Pancreatic cancer', 'Other cardiovascular and circulatory diseases'],
 ['Pancreatic cancer', 'Other chronic respiratory diseases'],
 ['Pancreatic cancer', 'Prostate cancer'],
 ['Pancreatic cancer', 'Rheumatoid arthritis'],
 ['Pancreatic cancer', 'Stomach cancer'],
 ['Diabetes mellitus',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Diabetes mellitus', 'Cervical cancer'],
 ['Peripheral artery disease', 'Asthma'],
 ['Diabetes mellitus', 'Cardiomyopathy and myocarditis'],
 ['Peripheral artery disease', 'Cervical cancer'],
 ['Diabetes mellitus', 'Other chronic respiratory diseases'],
 ['Pancreatic cancer', 'Chronic obstructive pulmonary disease'],
 ['Pancreatic cancer', 'Cervical cancer'],
 ['Ovarian cancer', 'Nasopharynx cancer'],
 ['Esophageal cancer', 'Bladder cancer'],
 ['Ovarian cancer', 'Chronic obstructive pulmonary disease'],
 ['Esophageal cancer', 'Aortic aneurysm'],
 ['Endocarditis', 'Stomach cancer'],
 ['Ovarian cancer', 'Larynx cancer'],
 ['Ovarian cancer', 'Mesothelioma'],
 ['Ovarian cancer', 'Peripheral artery disease'],
 ['Diabetes mellitus', 'Pneumoconiosis'],
 ['Ovarian cancer', 'Pneumoconiosis'],
 ['Ovarian cancer', 'Tuberculosis'],
 ['Pancreatic cancer', 'Aortic aneurysm'],
 ['Diabetes mellitus', 'Stomach cancer'],
 ['Diabetes mellitus', 'Rheumatoid arthritis'],
 ['Diabetes mellitus', 'Prostate cancer'],
 ['Diabetes mellitus', 'Mesothelioma'],
 ['Pancreatic cancer', 'Lip and oral cavity cancer'],
 ['Pancreatic cancer', 'Larynx cancer'],
 ['Diabetes mellitus', 'Other cardiovascular and circulatory diseases'],
 ['Esophageal cancer', 'Other cardiovascular and circulatory diseases'],
 ['Other pharynx cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Other pharynx cancer', 'Colon and rectum cancer'],
 ['Other pharynx cancer', 'Hypertensive heart disease'],
 ['Other pharynx cancer', 'Liver cancer'],
 ['Other pharynx cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Other pharynx cancer', 'Tuberculosis'],
 ['Esophageal cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Esophageal cancer', 'Stomach cancer'],
 ['Other chronic respiratory diseases', 'Tuberculosis'],
 ['Other chronic respiratory diseases', 'Tracheal, bronchus, and lung cancer'],
 ['Nasopharynx cancer', 'Bladder cancer'],
 ['Other chronic respiratory diseases', 'Esophageal cancer'],
 ['Other chronic respiratory diseases', 'Hypertensive heart disease'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Tuberculosis'],
 ['Other chronic respiratory diseases', 'Ischemic heart disease'],
 ['Other chronic respiratory diseases', 'Larynx cancer'],
 ['Other chronic respiratory diseases', 'Leukemia'],
 ['Other chronic respiratory diseases', 'Liver cancer'],
 ['Other chronic respiratory diseases', 'Stomach cancer'],
 ['Other chronic respiratory diseases', 'Nasopharynx cancer'],
 ['Other chronic respiratory diseases',
  'Other cardiovascular and circulatory diseases'],
 ['Other chronic respiratory diseases', 'Pancreatic cancer'],
 ['Other chronic respiratory diseases', 'Peripheral artery disease'],
 ['Other chronic respiratory diseases', 'Prostate cancer'],
 ['Other chronic respiratory diseases', 'Rheumatoid arthritis'],
 ['Esophageal cancer', 'Chronic obstructive pulmonary disease'],
 ['Esophageal cancer', 'Cardiomyopathy and myocarditis'],
 ['Peripheral artery disease', 'Chronic obstructive pulmonary disease'],
 ['Ovarian cancer', 'Bladder cancer'],
 ['Other chronic respiratory diseases', 'Kidney cancer'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis B',
  'Cirrhosis and other chronic liver diseases due to hepatitis C'],
 ['Other chronic respiratory diseases', 'Lip and oral cavity cancer'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis B',
  'Liver cancer'],
 ['Other cardiovascular and circulatory diseases', 'Larynx cancer'],
 ['Other cardiovascular and circulatory diseases', 'Leukemia'],
 ['Other cardiovascular and circulatory diseases',
  'Lip and oral cavity cancer'],
 ['Other cardiovascular and circulatory diseases', 'Liver cancer'],
 ['Other cardiovascular and circulatory diseases', 'Nasopharynx cancer'],
 ['Other cardiovascular and circulatory diseases',
  'Other chronic respiratory diseases'],
 ['Kidney cancer', 'Prostate cancer'],
 ['Kidney cancer', 'Rheumatoid arthritis'],
 ['Kidney cancer', 'Stomach cancer'],
 ['Liver cancer', 'Other chronic respiratory diseases'],
 ['Leukemia', 'Rheumatoid arthritis'],
 ['Leukemia', 'Prostate cancer'],
 ['Leukemia', 'Pneumoconiosis'],
 ['Leukemia', 'Peripheral artery disease'],
 ['Liver cancer', 'Cardiomyopathy and myocarditis'],
 ['Leukemia', 'Other chronic respiratory diseases'],
 ['Leukemia', 'Other cardiovascular and circulatory diseases'],
 ['Liver cancer', 'Cervical cancer'],
 ['Liver cancer', 'Chronic obstructive pulmonary disease'],
 ['Liver cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Leukemia', 'Mesothelioma'],
 ['Liver cancer',
  'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['Leukemia', 'Lip and oral cavity cancer'],
 ['Liver cancer',
  'Cirrhosis and other chronic liver diseases due to hepatitis C'],
 ['Liver cancer', 'HIV/AIDS'],
 ['Leukemia', 'Stomach cancer'],
 ['Liver cancer', 'Aortic aneurysm'],
 ['Leukemia', 'Tuberculosis'],
 ['Lip and oral cavity cancer', 'Chronic obstructive pulmonary disease'],
 ['Other cardiovascular and circulatory diseases', 'Pancreatic cancer'],
 ['Other cardiovascular and circulatory diseases', 'Kidney cancer'],
 ['Other cardiovascular and circulatory diseases', 'Diabetes mellitus'],
 ['Other cardiovascular and circulatory diseases', 'Colon and rectum cancer'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'HIV/AIDS'],
 ['Kidney cancer', 'Aortic aneurysm'],
 ['Nasopharynx cancer', 'Cervical cancer'],
 ['Nasopharynx cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Hypertensive heart disease', 'Prostate cancer'],
 ['Other cardiovascular and circulatory diseases', 'Asthma'],
 ['Other cardiovascular and circulatory diseases', 'Bladder cancer'],
 ['Other cardiovascular and circulatory diseases', 'Breast cancer'],
 ['Hypertensive heart disease', 'Chronic obstructive pulmonary disease'],
 ['Hypertensive heart disease', 'Cervical cancer'],
 ['Other cardiovascular and circulatory diseases',
  'Tracheal, bronchus, and lung cancer'],
 ['Other cardiovascular and circulatory diseases', 'Tuberculosis'],
 ['Other chronic respiratory diseases', 'Aortic aneurysm'],
 ['Hypertensive heart disease', 'Bladder cancer'],
 ['Lip and oral cavity cancer', 'Kidney cancer'],
 ['Other chronic respiratory diseases', 'Asthma'],
 ['Other chronic respiratory diseases', 'Bladder cancer'],
 ['HIV/AIDS', 'Liver cancer'],
 ['HIV/AIDS', 'Cirrhosis and other chronic liver diseases due to hepatitis C'],
 ['HIV/AIDS', 'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['HIV/AIDS', 'Cervical cancer'],
 ['Other chronic respiratory diseases', 'Breast cancer'],
 ['Other chronic respiratory diseases', 'Cerebrovascular disease'],
 ['Hypertensive heart disease',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Other cardiovascular and circulatory diseases', 'Rheumatoid arthritis'],
 ['Other cardiovascular and circulatory diseases', 'Prostate cancer'],
 ['Hypertensive heart disease', 'Other pharynx cancer'],
 ['Hypertensive heart disease', 'Other chronic respiratory diseases'],
 ['Other cardiovascular and circulatory diseases', 'Cervical cancer'],
 ['Other cardiovascular and circulatory diseases',
  'Chronic obstructive pulmonary disease'],
 ['Other chronic respiratory diseases', 'Atrial fibrillation and flutter'],
 ['Lip and oral cavity cancer',
  'Other cardiovascular and circulatory diseases'],
 ['Other cardiovascular and circulatory diseases', 'Esophageal cancer'],
 ['Lip and oral cavity cancer', 'Pancreatic cancer'],
 ['Leukemia', 'Bladder cancer'],
 ['Liver cancer', 'Prostate cancer'],
 ['Liver cancer', 'Rheumatoid arthritis'],
 ['Leukemia', 'Aortic aneurysm'],
 ['Liver cancer', 'Stomach cancer'],
 ['Larynx cancer', 'Stomach cancer'],
 ['Larynx cancer', 'Prostate cancer'],
 ['Larynx cancer', 'Mesothelioma'],
 ['Larynx cancer', 'Pneumoconiosis'],
 ['Larynx cancer', 'Peripheral artery disease'],
 ['Larynx cancer', 'Pancreatic cancer'],
 ['Larynx cancer', 'Ovarian cancer'],
 ['Larynx cancer', 'Other chronic respiratory diseases'],
 ['Larynx cancer', 'Other cardiovascular and circulatory diseases'],
 ['Other chronic respiratory diseases', 'Cervical cancer'],
 ['Other chronic respiratory diseases', 'Colon and rectum cancer'],
 ['Cirrhosis and other chronic liver diseases due to alcohol use',
  'Nasopharynx cancer'],
 ['Pneumoconiosis', 'Diabetes mellitus'],
 ['Colon and rectum cancer', 'Cervical cancer'],
 ['Pneumoconiosis', 'Ischemic heart disease'],
 ['Colon and rectum cancer', 'Cardiomyopathy and myocarditis'],
 ['Pneumoconiosis', 'Kidney cancer'],
 ['Pneumoconiosis', 'Leukemia'],
 ['Pneumoconiosis', 'Mesothelioma'],
 ['Colon and rectum cancer', 'Aortic aneurysm'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis C',
  'Liver cancer'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'HIV/AIDS'],
 ['Lip and oral cavity cancer', 'Other chronic respiratory diseases'],
 ['Cirrhosis and other chronic liver diseases due to hepatitis C',
  'Cirrhosis and other chronic liver diseases due to hepatitis B'],
 ['Larynx cancer', 'Rheumatoid arthritis'],
 ['Mesothelioma', 'Breast cancer'],
 ['Other chronic respiratory diseases',
  'Chronic obstructive pulmonary disease'],
 ['Mesothelioma', 'Chronic obstructive pulmonary disease'],
 ['Lip and oral cavity cancer', 'Peripheral artery disease'],
 ['Lip and oral cavity cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Mesothelioma', 'Cerebrovascular disease'],
 ['Lip and oral cavity cancer', 'Cervical cancer'],
 ['Lip and oral cavity cancer', 'Aortic aneurysm'],
 ['Lip and oral cavity cancer', 'Prostate cancer'],
 ['Lip and oral cavity cancer', 'Cardiomyopathy and myocarditis'],
 ['Lip and oral cavity cancer', 'Rheumatoid arthritis'],
 ['Lip and oral cavity cancer', 'Bladder cancer'],
 ['Lip and oral cavity cancer', 'Asthma'],
 ['Liver cancer', 'Other cardiovascular and circulatory diseases'],
 ['Leukemia', 'Cervical cancer'],
 ['Kidney cancer', 'Tuberculosis'],
 ['Liver cancer', 'Other pharynx cancer'],
 ['Mesothelioma', 'Diabetes mellitus'],
 ['Lip and oral cavity cancer', 'Stomach cancer'],
 ['Mesothelioma', 'Kidney cancer'],
 ['Larynx cancer', 'Bladder cancer'],
 ['Mesothelioma', 'Ischemic heart disease'],
 ['Mesothelioma', 'Tracheal, bronchus, and lung cancer'],
 ['Larynx cancer', 'Cardiomyopathy and myocarditis'],
 ['Larynx cancer', 'Cervical cancer'],
 ['Mesothelioma', 'Ovarian cancer'],
 ['Mesothelioma', 'Pneumoconiosis'],
 ['Larynx cancer',
  'Cirrhosis and other chronic liver diseases due to alcohol use'],
 ['Mesothelioma', 'Nasopharynx cancer'],
 ['Mesothelioma', 'Leukemia'],
 ['Mesothelioma', 'Larynx cancer'],
 ['Larynx cancer', 'Aortic aneurysm'],
 ['Larynx cancer', 'Asthma'],
 ['Colon and rectum cancer', 'Bladder cancer'],
 ['Colon and rectum cancer', 'Multiple myeloma'],
 ['Colon and rectum cancer', 'Non-Hodgkin lymphoma'],
 ['Colon and rectum cancer', 'Lip and oral cavity cancer'],
 ['Colon and rectum cancer', 'Larynx cancer'],
 ['Colon and rectum cancer', 'Gallbladder and biliary tract cancer'],
 ['Colon and rectum cancer', 'Nasopharynx cancer'],
 ['Gallbladder and biliary tract cancer', 'Leukemia'],
 ['Chronic obstructive pulmonary disease', 'Nasopharynx cancer'],
 ['Gallbladder and biliary tract cancer', 'Ischemic heart disease'],
 ['Gallbladder and biliary tract cancer', 'Kidney cancer'],
 ['Ischemic heart disease', 'Gallbladder and biliary tract cancer'],
 ['Hypertensive heart disease', 'Tuberculosis'],
 ['Esophageal cancer', 'Chronic kidney disease'],
 ['Hypertensive heart disease', 'Stomach cancer'],
 ['Hypertensive heart disease', 'Thyroid cancer'],
 ['Chronic obstructive pulmonary disease', 'Pneumoconiosis'],
 ['Colon and rectum cancer', 'Peripheral artery disease'],
 ['Gallbladder and biliary tract cancer', 'Hypertensive heart disease'],
 ['Colon and rectum cancer', 'Uterine cancer'],
 ['Gallbladder and biliary tract cancer', 'Chronic kidney disease'],
 ['Hypertensive heart disease', 'Uterine cancer'],
 ['Gallbladder and biliary tract cancer', 'Cerebrovascular disease'],
 ['Gallbladder and biliary tract cancer', 'Colon and rectum cancer'],
 ['Gallbladder and biliary tract cancer', 'Diabetes mellitus'],
 ['Gallbladder and biliary tract cancer', 'Esophageal cancer'],
 ['Esophageal cancer', 'Gallbladder and biliary tract cancer'],
 ['Chronic obstructive pulmonary disease', 'Leukemia'],
 ['Breast cancer', 'Bladder cancer'],
 ['Colon and rectum cancer', 'Thyroid cancer'],
 ['Diabetes mellitus', 'Non-Hodgkin lymphoma'],
 ['Diabetes mellitus', 'Multiple myeloma'],
 ['Diabetes mellitus', 'Peripheral artery disease'],
 ['Diabetes mellitus', 'Gallbladder and biliary tract cancer'],
 ['Diabetes mellitus', 'Thyroid cancer'],
 ['Diabetes mellitus', 'Uterine cancer'],
 ['Diabetes mellitus', 'Bladder cancer'],
 ['Colon and rectum cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Cerebrovascular disease', 'Other pharynx cancer'],
 ['Chronic kidney disease', 'Esophageal cancer'],
 ['Cerebrovascular disease', 'Multiple myeloma'],
 ['Gallbladder and biliary tract cancer', 'Thyroid cancer'],
 ['Gallbladder and biliary tract cancer', 'Uterine cancer'],
 ['Chronic kidney disease', 'Non-Hodgkin lymphoma'],
 ['Chronic kidney disease', 'Multiple myeloma'],
 ['Chronic kidney disease', 'Leukemia'],
 ['Chronic kidney disease', 'Kidney cancer'],
 ['Chronic kidney disease', 'Gallbladder and biliary tract cancer'],
 ['Gallbladder and biliary tract cancer', 'Pancreatic cancer'],
 ['Hypertensive heart disease', 'Gallbladder and biliary tract cancer'],
 ['Hypertensive heart disease', 'Lip and oral cavity cancer'],
 ['Hypertensive heart disease', 'Multiple myeloma'],
 ['Hypertensive heart disease', 'Nasopharynx cancer'],
 ['Hypertensive heart disease', 'Non-Hodgkin lymphoma'],
 ['Chronic kidney disease', 'Asthma'],
 ['Gallbladder and biliary tract cancer', 'Breast cancer'],
 ['Uterine cancer', 'Thyroid cancer'],
 ['Hypertensive heart disease', 'Larynx cancer'],
 ['Gallbladder and biliary tract cancer', 'Ovarian cancer'],
 ['Gallbladder and biliary tract cancer', 'Non-Hodgkin lymphoma'],
 ['Gallbladder and biliary tract cancer', 'Multiple myeloma'],
 ['Ischemic heart disease', 'Bladder cancer'],
 ['Cerebrovascular disease', 'Bladder cancer'],
 ['Breast cancer', 'Uterine cancer'],
 ['Gallbladder and biliary tract cancer', 'Liver cancer'],
 ['Breast cancer', 'Thyroid cancer'],
 ['Breast cancer', 'Peripheral artery disease'],
 ['Breast cancer', 'Non-Hodgkin lymphoma'],
 ['Ischemic heart disease', 'Multiple myeloma'],
 ['Ischemic heart disease', 'Non-Hodgkin lymphoma'],
 ['Breast cancer', 'Multiple myeloma'],
 ['Ischemic heart disease', 'Other pharynx cancer'],
 ['Breast cancer', 'Lip and oral cavity cancer'],
 ['Breast cancer', 'Gallbladder and biliary tract cancer'],
 ['Cerebrovascular disease', 'Stomach cancer'],
 ['Cerebrovascular disease', 'Thyroid cancer'],
 ['Cerebrovascular disease', 'Uterine cancer'],
 ['Hypertensive heart disease', 'Ovarian cancer'],
 ['Cerebrovascular disease', 'Non-Hodgkin lymphoma'],
 ['Gallbladder and biliary tract cancer', 'Atrial fibrillation and flutter'],
 ['Bladder cancer', 'Liver cancer'],
 ['Chronic obstructive pulmonary disease', 'Larynx cancer'],
 ['Diabetes mellitus', 'Other pharynx cancer'],
 ['Atrial fibrillation and flutter', 'Larynx cancer'],
 ['Atrial fibrillation and flutter', 'Ovarian cancer'],
 ['Leukemia', 'Non-Hodgkin lymphoma'],
 ['Leukemia', 'Gallbladder and biliary tract cancer'],
 ['Asthma', 'Ovarian cancer'],
 ['Asthma', 'Non-Hodgkin lymphoma'],
 ['Atrial fibrillation and flutter', 'Thyroid cancer'],
 ['Asthma', 'Multiple myeloma'],
 ['Leukemia', 'Larynx cancer'],
 ['Leukemia', 'Multiple myeloma'],
 ['Leukemia', 'Nasopharynx cancer'],
 ['Asthma', 'Chronic kidney disease'],
 ['Kidney cancer', 'Thyroid cancer'],
 ['Aortic aneurysm', 'Stomach cancer'],
 ['Leukemia', 'Thyroid cancer'],
 ['Asthma', 'Gallbladder and biliary tract cancer'],
 ['Kidney cancer', 'Gallbladder and biliary tract cancer'],
 ['Bladder cancer', 'Pancreatic cancer'],
 ['Ischemic heart disease', 'Uterine cancer'],
 ['Kidney cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Kidney cancer', 'Larynx cancer'],
 ['Kidney cancer', 'Nasopharynx cancer'],
 ['Kidney cancer', 'Multiple myeloma'],
 ['Ischemic heart disease', 'Thyroid cancer'],
 ['Atrial fibrillation and flutter', 'Tuberculosis'],
 ['Bladder cancer', 'Peripheral artery disease'],
 ['Bladder cancer', 'Diabetes mellitus'],
 ['Bladder cancer', 'Breast cancer'],
 ['Kidney cancer', 'Non-Hodgkin lymphoma'],
 ['Kidney cancer', 'Chronic kidney disease'],
 ['Bladder cancer', 'Cerebrovascular disease'],
 ['Bladder cancer', 'Colon and rectum cancer'],
 ['Kidney cancer', 'Chronic obstructive pulmonary disease'],
 ['Bladder cancer', 'Ischemic heart disease'],
 ['Atrial fibrillation and flutter', 'Stomach cancer'],
 ['Atrial fibrillation and flutter', 'Uterine cancer'],
 ['Leukemia', 'Tracheal, bronchus, and lung cancer'],
 ['Gallbladder and biliary tract cancer', 'Asthma'],
 ['Leukemia', 'Uterine cancer'],
 ['Lip and oral cavity cancer', 'Breast cancer'],
 ['Larynx cancer', 'Other pharynx cancer'],
 ['Larynx cancer', 'Tuberculosis'],
 ['Bladder cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Cerebrovascular disease', 'Gallbladder and biliary tract cancer'],
 ['Ischemic heart disease', 'Stomach cancer'],
 ['Esophageal cancer', 'Tuberculosis'],
 ['Chronic obstructive pulmonary disease', 'Kidney cancer'],
 ['Atrial fibrillation and flutter', 'Gallbladder and biliary tract cancer'],
 ['Chronic kidney disease', 'Uterine cancer'],
 ['Esophageal cancer', 'Multiple myeloma'],
 ['Esophageal cancer', 'Non-Hodgkin lymphoma'],
 ['Esophageal cancer', 'Other pharynx cancer'],
 ['Esophageal cancer', 'Ovarian cancer'],
 ['Esophageal cancer', 'Thyroid cancer'],
 ['Esophageal cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Esophageal cancer', 'Uterine cancer'],
 ['Chronic kidney disease', 'Thyroid cancer'],
 ['Larynx cancer', 'Liver cancer'],
 ['Bladder cancer', 'Tuberculosis'],
 ['Larynx cancer', 'Leukemia'],
 ['Lip and oral cavity cancer', 'Colon and rectum cancer'],
 ['Lip and oral cavity cancer', 'Hypertensive heart disease'],
 ['Asthma', 'Thyroid cancer'],
 ['Asthma', 'Uterine cancer'],
 ['Leukemia', 'Chronic obstructive pulmonary disease'],
 ['Leukemia', 'Chronic kidney disease'],
 ['Uterine cancer', 'Pancreatic cancer'],
 ['Kidney cancer', 'Uterine cancer'],
 ['Larynx cancer', 'Atrial fibrillation and flutter'],
 ['Atrial fibrillation and flutter', 'Non-Hodgkin lymphoma'],
 ['Atrial fibrillation and flutter', 'Nasopharynx cancer'],
 ['Larynx cancer', 'Chronic obstructive pulmonary disease'],
 ['Larynx cancer', 'Colon and rectum cancer'],
 ['Atrial fibrillation and flutter', 'Multiple myeloma'],
 ['Atrial fibrillation and flutter', 'Lip and oral cavity cancer'],
 ['Larynx cancer', 'Hypertensive heart disease'],
 ['Larynx cancer', 'Kidney cancer'],
 ['Lip and oral cavity cancer', 'Atrial fibrillation and flutter'],
 ['Thyroid cancer', 'Ovarian cancer'],
 ['Pancreatic cancer', 'Thyroid cancer'],
 ['Nasopharynx cancer', 'Tuberculosis'],
 ['Multiple myeloma', 'Liver cancer'],
 ['Peripheral artery disease', 'Stomach cancer'],
 ['Multiple myeloma', 'Kidney cancer'],
 ['Liver cancer', 'Larynx cancer'],
 ['Liver cancer', 'Multiple myeloma'],
 ['Liver cancer', 'Nasopharynx cancer'],
 ['Liver cancer', 'Non-Hodgkin lymphoma'],
 ['Thyroid cancer', 'Asthma'],
 ['Uterine cancer', 'Chronic kidney disease'],
 ['Uterine cancer', 'Breast cancer'],
 ['Liver cancer', 'Peripheral artery disease'],
 ['Uterine cancer', 'Atrial fibrillation and flutter'],
 ['Uterine cancer', 'Asthma'],
 ['Multiple myeloma', 'Ischemic heart disease'],
 ['Liver cancer', 'Thyroid cancer'],
 ['Tuberculosis', 'Peripheral artery disease'],
 ['Uterine cancer', 'Cerebrovascular disease'],
 ['Tuberculosis', 'Pancreatic cancer'],
 ['Thyroid cancer', 'Atrial fibrillation and flutter'],
 ['Thyroid cancer', 'Cerebrovascular disease'],
 ['Thyroid cancer', 'Uterine cancer'],
 ['Other cardiovascular and circulatory diseases', 'Stomach cancer'],
 ['Thyroid cancer', 'Pancreatic cancer'],
 ['Pancreatic cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Thyroid cancer', 'Non-Hodgkin lymphoma'],
 ['Thyroid cancer', 'Multiple myeloma'],
 ['Thyroid cancer', 'Liver cancer'],
 ['Thyroid cancer', 'Breast cancer'],
 ['Thyroid cancer', 'Leukemia'],
 ['Thyroid cancer', 'Ischemic heart disease'],
 ['Thyroid cancer', 'Hypertensive heart disease'],
 ['Thyroid cancer', 'Gallbladder and biliary tract cancer'],
 ['Thyroid cancer', 'Esophageal cancer'],
 ['Thyroid cancer', 'Diabetes mellitus'],
 ['Thyroid cancer', 'Colon and rectum cancer'],
 ['Thyroid cancer', 'Chronic kidney disease'],
 ['Thyroid cancer', 'Kidney cancer'],
 ['Liver cancer', 'Uterine cancer'],
 ['Liver cancer', 'Lip and oral cavity cancer'],
 ['Liver cancer', 'Gallbladder and biliary tract cancer'],
 ['Multiple myeloma', 'Hypertensive heart disease'],
 ['Tuberculosis', 'Atrial fibrillation and flutter'],
 ['Multiple myeloma', 'Gallbladder and biliary tract cancer'],
 ['Multiple myeloma', 'Esophageal cancer'],
 ['Multiple myeloma', 'Diabetes mellitus'],
 ['Tuberculosis', 'Bladder cancer'],
 ['Multiple myeloma', 'Colon and rectum cancer'],
 ['Tuberculosis', 'Hypertensive heart disease'],
 ['Multiple myeloma', 'Chronic kidney disease'],
 ['Multiple myeloma', 'Breast cancer'],
 ['Multiple myeloma', 'Atrial fibrillation and flutter'],
 ['Tuberculosis', 'Esophageal cancer'],
 ['Multiple myeloma', 'Asthma'],
 ['Ovarian cancer', 'Hypertensive heart disease'],
 ['Tuberculosis', 'Larynx cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Kidney cancer'],
 ['Multiple myeloma', 'Cerebrovascular disease'],
 ['Lip and oral cavity cancer', 'Liver cancer'],
 ['Tuberculosis', 'Tracheal, bronchus, and lung cancer'],
 ['Tuberculosis', 'Nasopharynx cancer'],
 ['Tuberculosis', 'Lip and oral cavity cancer'],
 ['Uterine cancer', 'Colon and rectum cancer'],
 ['Uterine cancer', 'Ovarian cancer'],
 ['Lip and oral cavity cancer', 'Other pharynx cancer'],
 ['Uterine cancer', 'Non-Hodgkin lymphoma'],
 ['Uterine cancer', 'Multiple myeloma'],
 ['Uterine cancer', 'Liver cancer'],
 ['Uterine cancer', 'Leukemia'],
 ['Uterine cancer', 'Kidney cancer'],
 ['Uterine cancer', 'Ischemic heart disease'],
 ['Lip and oral cavity cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Lip and oral cavity cancer', 'Tuberculosis'],
 ['Uterine cancer', 'Hypertensive heart disease'],
 ['Liver cancer', 'Bladder cancer'],
 ['Uterine cancer', 'Gallbladder and biliary tract cancer'],
 ['Uterine cancer', 'Esophageal cancer'],
 ['Uterine cancer', 'Diabetes mellitus'],
 ['Pancreatic cancer', 'Tuberculosis'],
 ['Pancreatic cancer', 'Uterine cancer'],
 ['Liver cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Peripheral artery disease', 'Bladder cancer'],
 ['Non-Hodgkin lymphoma', 'Uterine cancer'],
 ['Peripheral artery disease', 'Liver cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Leukemia'],
 ['Peripheral artery disease', 'Colon and rectum cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Lip and oral cavity cancer'],
 ['Multiple myeloma', 'Non-Hodgkin lymphoma'],
 ['Multiple myeloma', 'Ovarian cancer'],
 ['Multiple myeloma', 'Pancreatic cancer'],
 ['Multiple myeloma', 'Thyroid cancer'],
 ['Multiple myeloma', 'Uterine cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Tuberculosis'],
 ['Nasopharynx cancer', 'Atrial fibrillation and flutter'],
 ['Pneumoconiosis', 'Chronic obstructive pulmonary disease'],
 ['Tracheal, bronchus, and lung cancer', 'Peripheral artery disease'],
 ['Tracheal, bronchus, and lung cancer', 'Pancreatic cancer'],
 ['Nasopharynx cancer', 'Chronic obstructive pulmonary disease'],
 ['Tracheal, bronchus, and lung cancer', 'Ovarian cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Colon and rectum cancer'],
 ['Nasopharynx cancer', 'Colon and rectum cancer'],
 ['Non-Hodgkin lymphoma', 'Thyroid cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Esophageal cancer'],
 ['Non-Hodgkin lymphoma', 'Asthma'],
 ['Pancreatic cancer', 'Peripheral artery disease'],
 ['Non-Hodgkin lymphoma', 'Atrial fibrillation and flutter'],
 ['Non-Hodgkin lymphoma', 'Breast cancer'],
 ['Non-Hodgkin lymphoma', 'Cerebrovascular disease'],
 ['Non-Hodgkin lymphoma', 'Chronic kidney disease'],
 ['Non-Hodgkin lymphoma', 'Colon and rectum cancer'],
 ['Non-Hodgkin lymphoma', 'Diabetes mellitus'],
 ['Non-Hodgkin lymphoma', 'Esophageal cancer'],
 ['Non-Hodgkin lymphoma', 'Gallbladder and biliary tract cancer'],
 ['Non-Hodgkin lymphoma', 'Hypertensive heart disease'],
 ['Non-Hodgkin lymphoma', 'Ischemic heart disease'],
 ['Non-Hodgkin lymphoma', 'Kidney cancer'],
 ['Non-Hodgkin lymphoma', 'Leukemia'],
 ['Non-Hodgkin lymphoma', 'Liver cancer'],
 ['Non-Hodgkin lymphoma', 'Multiple myeloma'],
 ['Non-Hodgkin lymphoma', 'Ovarian cancer'],
 ['Non-Hodgkin lymphoma', 'Pancreatic cancer'],
 ['Nasopharynx cancer', 'Hypertensive heart disease'],
 ['Tracheal, bronchus, and lung cancer', 'Bladder cancer'],
 ['Peripheral artery disease', 'Tuberculosis'],
 ['Other pharynx cancer', 'Diabetes mellitus'],
 ['Other pharynx cancer', 'Esophageal cancer'],
 ['Ovarian cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Other pharynx cancer', 'Ischemic heart disease'],
 ['Other pharynx cancer', 'Larynx cancer'],
 ['Other pharynx cancer', 'Lip and oral cavity cancer'],
 ['Ovarian cancer', 'Thyroid cancer'],
 ['Ovarian cancer', 'Uterine cancer'],
 ['Other pharynx cancer', 'Nasopharynx cancer'],
 ['Stomach cancer', 'Hypertensive heart disease'],
 ['Ovarian cancer', 'Asthma'],
 ['Ovarian cancer', 'Non-Hodgkin lymphoma'],
 ['Ovarian cancer', 'Atrial fibrillation and flutter'],
 ['Ovarian cancer', 'Multiple myeloma'],
 ['Ovarian cancer', 'Esophageal cancer'],
 ['Pancreatic cancer', 'Non-Hodgkin lymphoma'],
 ['Stomach cancer', 'Ischemic heart disease'],
 ['Other pharynx cancer', 'Cerebrovascular disease'],
 ['Stomach cancer', 'Aortic aneurysm'],
 ['Stomach cancer', 'Other cardiovascular and circulatory diseases'],
 ['Stomach cancer', 'Cerebrovascular disease'],
 ['Nasopharynx cancer', 'Kidney cancer'],
 ['Ovarian cancer', 'Gallbladder and biliary tract cancer'],
 ['Nasopharynx cancer', 'Leukemia'],
 ['Nasopharynx cancer', 'Liver cancer'],
 ['Peripheral artery disease', 'Pancreatic cancer'],
 ['Nasopharynx cancer', 'Other pharynx cancer'],
 ['Tracheal, bronchus, and lung cancer', 'Liver cancer'],
 ['Peripheral artery disease', 'Tracheal, bronchus, and lung cancer'],
 ['Peripheral artery disease', 'Breast cancer'],
 ['Multiple myeloma', 'Leukemia'],
 ['Pancreatic cancer', 'Multiple myeloma'],
 ['Stomach cancer', 'Peripheral artery disease'],
 ['Stomach cancer', 'Atrial fibrillation and flutter'],
 ['Pancreatic cancer', 'Gallbladder and biliary tract cancer'],
 ['Peripheral artery disease', 'Diabetes mellitus'],
 ['Pancreatic cancer', 'Bladder cancer'],
 ['Larynx cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Hypertensive heart disease', 'Pancreatic cancer'],
 ['Kidney cancer', 'Ovarian cancer'],
 ['Kidney cancer', 'Pancreatic cancer'],
 ['Esophageal cancer', 'Lip and oral cavity cancer'],
 ['Larynx cancer', 'Lip and oral cavity cancer'],
 ['Esophageal cancer', 'Leukemia'],
 ['Esophageal cancer', 'Nasopharynx cancer'],
 ['Esophageal cancer', 'Kidney cancer'],
 ['Ischemic heart disease', 'Rheumatic heart disease'],
 ['Larynx cancer', 'Breast cancer'],
 ['Ischemic heart disease', 'Endocarditis'],
 ['Hypertensive heart disease', 'Asthma'],
 ['Larynx cancer', 'Esophageal cancer'],
 ['Leukemia', 'Asthma'],
 ['Nasopharynx cancer', 'Lip and oral cavity cancer'],
 ['Esophageal cancer', 'Larynx cancer'],
 ['Leukemia', 'Atrial fibrillation and flutter'],
 ['Esophageal cancer', 'Asthma'],
 ['Endocarditis', 'Other cardiovascular and circulatory diseases'],
 ['Hypertensive heart disease', 'Rheumatic heart disease'],
 ['Cerebrovascular disease', 'Endocarditis'],
 ['Cerebrovascular disease', 'Lip and oral cavity cancer'],
 ['Chronic kidney disease', 'Other cardiovascular and circulatory diseases'],
 ['Lip and oral cavity cancer', 'Nasopharynx cancer'],
 ['Ischemic heart disease', 'Tuberculosis'],
 ['Ovarian cancer', 'Chronic kidney disease'],
 ['Other cardiovascular and circulatory diseases',
  'Cardiomyopathy and myocarditis'],
 ['Kidney cancer', 'Hypertensive heart disease'],
 ['Kidney cancer', 'Esophageal cancer'],
 ['Ischemic heart disease', 'Asthma'],
 ['Endocarditis', 'Rheumatic heart disease'],
 ['Endocarditis', 'Peripheral artery disease'],
 ['Liver cancer', 'Ovarian cancer'],
 ['Kidney cancer', 'Colon and rectum cancer'],
 ['Nasopharynx cancer', 'Esophageal cancer'],
 ['Ovarian cancer', 'Kidney cancer'],
 ['Ovarian cancer', 'Leukemia'],
 ['Liver cancer', 'Tuberculosis'],
 ['Endocarditis', 'Ischemic heart disease'],
 ['Ovarian cancer', 'Liver cancer'],
 ['Leukemia', 'Esophageal cancer'],
 ['Endocarditis', 'Hypertensive heart disease'],
 ['Endocarditis', 'Chronic kidney disease'],
 ['Endocarditis', 'Cerebrovascular disease'],
 ['Ovarian cancer', 'Pancreatic cancer'],
 ['Endocarditis', 'Cardiomyopathy and myocarditis'],
 ['Liver cancer', 'Leukemia'],
 ['Leukemia', 'Hypertensive heart disease'],
 ['Liver cancer', 'Kidney cancer'],
 ['Endocarditis', 'Atrial fibrillation and flutter'],
 ['Endocarditis', 'Aortic aneurysm'],
 ['Ischemic heart disease', 'Lip and oral cavity cancer'],
 ['Other cardiovascular and circulatory diseases', 'Chronic kidney disease'],
 ['Kidney cancer', 'Atrial fibrillation and flutter'],
 ['Nasopharynx cancer', 'Breast cancer'],
 ['Atrial fibrillation and flutter', 'Kidney cancer'],
 ['Esophageal cancer', 'Pancreatic cancer'],
 ['Diabetes mellitus', 'Tuberculosis'],
 ['Leukemia', 'Liver cancer'],
 ['Liver cancer', 'Chronic kidney disease'],
 ['Kidney cancer', 'Asthma'],
 ['Leukemia', 'Colon and rectum cancer'],
 ['Other cardiovascular and circulatory diseases', 'Rheumatic heart disease'],
 ['Pancreatic cancer', 'Asthma'],
 ['Leukemia', 'Pancreatic cancer'],
 ['Hypertensive heart disease', 'Endocarditis'],
 ['Liver cancer', 'Asthma'],
 ['Pancreatic cancer', 'Atrial fibrillation and flutter'],
 ['Lip and oral cavity cancer', 'Cerebrovascular disease'],
 ['Kidney cancer', 'Liver cancer'],
 ['Nasopharynx cancer', 'Tracheal, bronchus, and lung cancer'],
 ['Other cardiovascular and circulatory diseases', 'Endocarditis'],
 ['Pancreatic cancer', 'Esophageal cancer'],
 ['Lip and oral cavity cancer', 'Diabetes mellitus'],
 ['Lip and oral cavity cancer', 'Esophageal cancer'],
 ['Pancreatic cancer', 'Chronic kidney disease'],
 ['Hypertensive heart disease', 'Kidney cancer'],
 ['Lip and oral cavity cancer', 'Ischemic heart disease'],
 ['Hypertensive heart disease', 'Leukemia'],
 ['Leukemia', 'Ovarian cancer'],
 ['Cerebrovascular disease', 'Asthma'],
 ['Ovarian cancer', 'Colon and rectum cancer'],
 ['Tuberculosis', 'Breast cancer'],
 ['Colon and rectum cancer', 'Tuberculosis'],
 ['Peripheral artery disease', 'Endocarditis'],
 ['Breast cancer', 'Chronic kidney disease'],
 ['Aortic aneurysm', 'Rheumatic heart disease'],
 ['Diabetes mellitus', 'Chronic kidney disease'],
 ['Diabetes mellitus', 'Chronic obstructive pulmonary disease'],
 ['Breast cancer', 'Larynx cancer'],
 ['Asthma', 'Kidney cancer'],
 ['Colon and rectum cancer', 'Ovarian cancer'],
 ['Aortic aneurysm', 'Endocarditis'],
 ['Asthma', 'Atrial fibrillation and flutter'],
 ['Asthma', 'Breast cancer'],
 ['Pancreatic cancer', 'Ovarian cancer'],
 ['Asthma', 'Cerebrovascular disease'],
 ['Colon and rectum cancer', 'Leukemia'],
 ['Colon and rectum cancer', 'Kidney cancer'],
 ['Chronic kidney disease', 'Rheumatic heart disease'],
 ['Breast cancer', 'Chronic obstructive pulmonary disease'],
 ['Atrial fibrillation and flutter', 'Pancreatic cancer'],
 ['Diabetes mellitus', 'Asthma'],
 ['Aortic aneurysm', 'Chronic kidney disease'],
 ['Cardiomyopathy and myocarditis', 'Rheumatic heart disease'],
 ['Aortic aneurysm', 'Cardiomyopathy and myocarditis'],
 ['Colon and rectum cancer', 'Chronic kidney disease'],
 ['Diabetes mellitus', 'Lip and oral cavity cancer'],
 ['Colon and rectum cancer', 'Asthma'],
 ['Asthma', 'Diabetes mellitus'],
 ['Breast cancer', 'Nasopharynx cancer'],
 ['Breast cancer', 'Asthma'],
 ['Chronic obstructive pulmonary disease', 'Breast cancer'],
 ['Asthma', 'Esophageal cancer'],
 ['Asthma', 'Colon and rectum cancer'],
 ['Pancreatic cancer', 'Kidney cancer'],
 ['Lip and oral cavity cancer', 'Larynx cancer'],
 ['Chronic obstructive pulmonary disease', 'Diabetes mellitus'],
 ['Pancreatic cancer', 'Leukemia'],
 ['Asthma', 'Ischemic heart disease'],
 ['Peripheral artery disease', 'Cardiomyopathy and myocarditis'],
 ['Peripheral artery disease', 'Rheumatic heart disease'],
 ['Asthma', 'Leukemia'],
 ['Asthma', 'Hypertensive heart disease'],
 ['Chronic kidney disease', 'Endocarditis'],
 ['Pancreatic cancer', 'Hypertensive heart disease'],
 ['Chronic kidney disease', 'Ovarian cancer'],
 ['Asthma', 'Liver cancer'],
 ['Breast cancer', 'Tuberculosis'],
 ['Asthma', 'Pancreatic cancer'],
 ['Cardiomyopathy and myocarditis', 'Aortic aneurysm'],
 ['Tuberculosis', 'Liver cancer'],
 ['Cardiomyopathy and myocarditis', 'Chronic kidney disease'],
 ['Cardiomyopathy and myocarditis', 'Endocarditis'],
 ['Atrial fibrillation and flutter', 'Asthma'],
 ['Tuberculosis', 'Ischemic heart disease'],
 ['Tuberculosis', 'Diabetes mellitus'],
 ['Tuberculosis', 'Colon and rectum cancer'],
 ['Tuberculosis', 'Cerebrovascular disease'],
 ['Atrial fibrillation and flutter', 'Endocarditis'],
 ['Cardiomyopathy and myocarditis', 'Peripheral artery disease'],
 ['Tracheal, bronchus, and lung cancer', 'Larynx cancer'],
 ['Atrial fibrillation and flutter', 'Leukemia'],
 ['Chronic kidney disease', 'Pancreatic cancer'],
 ['Cardiomyopathy and myocarditis',
  'Other cardiovascular and circulatory diseases'],
 ['Chronic kidney disease', 'Aortic aneurysm'],
 ...]
In [142]:
len(values) == len(c)
Out[142]:
True
In [143]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]

# Set figure width to 12 and height to 9
fig_size[0] = 50
fig_size[1] = 50
plt.rcParams["figure.figsize"] = fig_size
G = nx.Graph()


#start = 0
#end = c[i]-1
#for i in range(len(values)):
#    G.add_edges_from(g_match[start:end+c[i]], weight=values[i])
#    start = start + c[i] + 1
    
G.add_edges_from(g_match[0:528], weight=1)
G.add_edges_from(g_match[529:852], weight=2)
G.add_edges_from(g_match[853:1018], weight=3)
G.add_edges_from(g_match[1019:1132], weight=4)
G.add_edges_from(g_match[1133:1162], weight=5)
G.add_edges_from(g_match[1163:1170], weight=6)
G.add_edges_from(g_match[1171:1188], weight=7)
G.add_edges_from(g_match[1189:1198], weight=8)
G.add_edges_from(g_match[1199:1200], weight=10)
G.add_edges_from(g_match[1201:1202], weight=12)
G.add_edges_from(g_match[1203:1204], weight=18)

[529, 324, 166, 114, 30, 8, 18, 10, 2, 2, 2]
[1,2,3,4,5,6,7,8,10,12,18]
edge_labels=dict([((u,v,),d['weight'])
                 for u,v,d in G.edges(data=True)])


pos=nx.spring_layout(G)

nx.draw_networkx_edge_labels(G,pos,edge_labels=edge_labels)

node_labels = {node:node for node in G.nodes()}; 

nx.draw_networkx_labels(G, pos, labels=node_labels)

nx.draw(G,pos, node_size=1500)
plt.show()
In [144]:
from networkx.algorithms.approximation import clique
print(clique.max_clique(G))
set(['Mesothelioma', 'Pneumoconiosis'])
In [145]:
 
In [ ]: